{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 尝试在脑图上测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "from glob import glob\n",
    "\n",
    "import pydicom\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from rich import print\n",
    "\n",
    "from PIL import Image\n",
    "from rich import print\n",
    "\n",
    "# GDCM, pylibjpeg required\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080\">/mnt/raid61/Personal_data/zhangyiming/pytourch/data/</span><span style=\"color: #ff00ff\">CQ500CT0</span> CQ500CT0/Unknown Study/CT 4cc \n",
       "sec 150cc D3D on\n",
       "</pre>\n"
      ],
      "text/plain": [
       "<rich.jupyter.JupyterRenderable at 0x7fa4ad83cc40>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATASET = os.path.abspath(\"../data/CQ500CT0 CQ500CT0/Unknown Study/CT 4cc sec 150cc D3D on\")\n",
    "print(DATASET)\n",
    "os.path.exists(DATASET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #000080; font-weight: bold\">239</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "<rich.jupyter.JupyterRenderable at 0x7fa54429e4f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs = glob(os.path.join(DATASET, \"*.dcm\"))\n",
    "\n",
    "print(len(fs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Dataset.file_meta -------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0000</span><span style=\"font-weight: bold\">)</span> File Meta Information Group Length  UL: <span style=\"color: #000080; font-weight: bold\">200</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0001</span><span style=\"font-weight: bold\">)</span> File Meta Information Version       OB: <span style=\"color: #008000\">b'\\x00\\x01'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Class UID         UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0003</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Instance UID      UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032153</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Transfer Syntax UID                 UI: JPEG Lossless, Non-Hierarchical, \n",
       "First-Order Prediction <span style=\"font-weight: bold\">(</span>Process <span style=\"color: #000080; font-weight: bold\">14</span> <span style=\"font-weight: bold\">[</span>Selection Value <span style=\"color: #000080; font-weight: bold\">1</span><span style=\"font-weight: bold\">])</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Implementation Class UID            UI: <span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">0.3</span>.<span style=\"color: #000080; font-weight: bold\">6.2</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Implementation Version Name         SH: <span style=\"color: #008000\">'OFFIS_DCMTK_362'</span>\n",
       "-------------------------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0005</span><span style=\"font-weight: bold\">)</span> Specific Character Set              CS: <span style=\"color: #008000\">'ISO_IR 100'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0008</span><span style=\"font-weight: bold\">)</span> Image Type                          CS: <span style=\"font-weight: bold\">[</span><span style=\"color: #008000\">'ORIGINAL'</span>, <span style=\"color: #008000\">'PRIMARY'</span>, <span style=\"color: #008000\">'AXIAL'</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Instance Creation Date              DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Creation Time              TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0016</span><span style=\"font-weight: bold\">)</span> SOP Class UID                       UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0018</span><span style=\"font-weight: bold\">)</span> SOP Instance UID                    UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032153</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Study Date                          DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0023</span><span style=\"font-weight: bold\">)</span> Content Date                        DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Study Time                          TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0033</span><span style=\"font-weight: bold\">)</span> Content Time                        TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Accession Number                    SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> Modality                            CS: <span style=\"color: #008000\">'CT'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0070</span><span style=\"font-weight: bold\">)</span> Manufacturer                        LO: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Referring Physician<span style=\"color: #008000\">'s Name          PN: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, 103e<span style=\"font-weight: bold\">)</span> Series Description                  LO: <span style=\"color: #008000\">'4cc sec 150cc D3D on'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">1090</span><span style=\"font-weight: bold\">)</span> Manufacturer<span style=\"color: #008000\">'s Model Name           LO: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">9215</span><span style=\"font-weight: bold\">)</span>  Derivation Code Sequence  <span style=\"color: #000080; font-weight: bold\">1</span> item<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span> ---- \n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Code Value                          SH: <span style=\"color: #008000\">'121327'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> Coding Scheme Designator            SH: <span style=\"color: #008000\">'DCM'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0104</span><span style=\"font-weight: bold\">)</span> Code Meaning                        LO: <span style=\"color: #008000\">'Full fidelity image'</span>\n",
       "   ---------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Name                      PN: '</span>CQ500-CT-<span style=\"color: #000080; font-weight: bold\">0</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Patient ID                          LO: <span style=\"color: #008000\">'CQ500-CT-0'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Birth Date                DA: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0040</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Sex                       CS: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0012</span>, <span style=\"color: #000080; font-weight: bold\">0062</span><span style=\"font-weight: bold\">)</span> Patient Identity Removed            CS: <span style=\"color: #008000\">'YES'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0022</span><span style=\"font-weight: bold\">)</span> Scan Options                        CS: <span style=\"color: #008000\">'HELICAL MODE'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Slice Thickness                     DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> KVP                                 DS: <span style=\"color: #008000\">\"120.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0088</span><span style=\"font-weight: bold\">)</span> Spacing Between Slices              DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Data Collection Diameter            DS: <span style=\"color: #008000\">\"250.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1020</span><span style=\"font-weight: bold\">)</span> Software Versions                   LO: <span style=\"color: #008000\">'qin.20'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1100</span><span style=\"font-weight: bold\">)</span> Reconstruction Diameter             DS: <span style=\"color: #008000\">\"227.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1110</span><span style=\"font-weight: bold\">)</span> Distance Source to Detector         DS: <span style=\"color: #008000\">\"949.075\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1111</span><span style=\"font-weight: bold\">)</span> Distance Source to Patient          DS: <span style=\"color: #008000\">\"541.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1120</span><span style=\"font-weight: bold\">)</span> Gantry/Detector Tilt                DS: <span style=\"color: #008000\">\"8.5\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1130</span><span style=\"font-weight: bold\">)</span> Table Height                        DS: <span style=\"color: #008000\">\"174.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1140</span><span style=\"font-weight: bold\">)</span> Rotation Direction                  CS: <span style=\"color: #008000\">'CW'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1150</span><span style=\"font-weight: bold\">)</span> Exposure Time                       IS: <span style=\"color: #008000\">\"1296\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1151</span><span style=\"font-weight: bold\">)</span> X-Ray Tube Current                  IS: <span style=\"color: #008000\">\"330\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1152</span><span style=\"font-weight: bold\">)</span> Exposure                            IS: <span style=\"color: #008000\">\"21\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1160</span><span style=\"font-weight: bold\">)</span> Filter Type                         SH: <span style=\"color: #008000\">'HEAD FILTER'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1170</span><span style=\"font-weight: bold\">)</span> Generator Power                     IS: <span style=\"color: #008000\">\"39600\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1190</span><span style=\"font-weight: bold\">)</span> Focal Spot<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span>                       DS: <span style=\"color: #008000\">\"1.2\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1210</span><span style=\"font-weight: bold\">)</span> Convolution Kernel                  SH: <span style=\"color: #008000\">'STANDARD'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">5100</span><span style=\"font-weight: bold\">)</span> Patient Position                    CS: <span style=\"color: #008000\">'HFS'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9305</span><span style=\"font-weight: bold\">)</span> Revolution Time                     FD: <span style=\"color: #000080; font-weight: bold\">0.6</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9306</span><span style=\"font-weight: bold\">)</span> Single Collimation Width            FD: <span style=\"color: #000080; font-weight: bold\">0.625</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9307</span><span style=\"font-weight: bold\">)</span> Total Collimation Width             FD: <span style=\"color: #000080; font-weight: bold\">10.0</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9309</span><span style=\"font-weight: bold\">)</span> Table Speed                         FD: <span style=\"color: #000080; font-weight: bold\">9.479120572408041</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9310</span><span style=\"font-weight: bold\">)</span> Table Feed per Rotation             FD: <span style=\"color: #000080; font-weight: bold\">5.687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9311</span><span style=\"font-weight: bold\">)</span> Spiral Pitch Factor                 FD: <span style=\"color: #000080; font-weight: bold\">0.5687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000d<span style=\"font-weight: bold\">)</span> Study Instance UID                  UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.2</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714307.2031999</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000e<span style=\"font-weight: bold\">)</span> Series Instance UID                 UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.3</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032152</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Study ID                            SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Series Number                       IS: <span style=\"color: #008000\">\"6\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Acquisition Number                  IS: <span style=\"color: #008000\">\"1\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Number                     IS: <span style=\"color: #008000\">\"237\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0032</span><span style=\"font-weight: bold\">)</span> Image Position <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>            DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">-113.500</span>, <span style=\"color: #000080; font-weight: bold\">-106.053</span>, <span style=\"color: #000080; font-weight: bold\">134.600</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0037</span><span style=\"font-weight: bold\">)</span> Image Orientation <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>         DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">1.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>,\n",
       "<span style=\"color: #000080; font-weight: bold\">0.989016</span>, <span style=\"color: #000080; font-weight: bold\">-0.147809</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1040</span><span style=\"font-weight: bold\">)</span> Position Reference Indicator        LO: <span style=\"color: #008000\">'OM'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1041</span><span style=\"font-weight: bold\">)</span> Slice Location                      DS: <span style=\"color: #008000\">\"118.75\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Samples per Pixel                   US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0004</span><span style=\"font-weight: bold\">)</span> Photometric Interpretation          CS: <span style=\"color: #008000\">'MONOCHROME2'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Rows                                US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Columns                             US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Pixel Spacing                       DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">0.443359</span>, <span style=\"color: #000080; font-weight: bold\">0.443359</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Bits Allocated                      US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0101</span><span style=\"font-weight: bold\">)</span> Bits Stored                         US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> High Bit                            US: <span style=\"color: #000080; font-weight: bold\">15</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0103</span><span style=\"font-weight: bold\">)</span> Pixel Representation                US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0120</span><span style=\"font-weight: bold\">)</span> Pixel Padding Value                 SS: <span style=\"color: #000080; font-weight: bold\">-2000</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1050</span><span style=\"font-weight: bold\">)</span> Window Center                       DS: <span style=\"color: #008000\">\"30.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1051</span><span style=\"font-weight: bold\">)</span> Window Width                        DS: <span style=\"color: #008000\">\"300.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1052</span><span style=\"font-weight: bold\">)</span> Rescale Intercept                   DS: <span style=\"color: #008000\">\"-1024.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1053</span><span style=\"font-weight: bold\">)</span> Rescale Slope                       DS: <span style=\"color: #008000\">\"1.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1054</span><span style=\"font-weight: bold\">)</span> Rescale Type                        LO: <span style=\"color: #008000\">'HU'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0040</span>, <span style=\"color: #000080; font-weight: bold\">0009</span><span style=\"font-weight: bold\">)</span> Scheduled Procedure Step ID         SH: <span style=\"color: #008000\">'ANON'</span>\n",
       "<span style=\"font-weight: bold\">(</span>7fe0, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Pixel Data                          OB: Array of <span style=\"color: #000080; font-weight: bold\">153930</span> elements\n",
       "</pre>\n"
      ],
      "text/plain": [
       "<rich.jupyter.JupyterRenderable at 0x7fa54429e6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = pydicom.dcmread(fs[0])\n",
    "print(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OZ6CGQEIALqwizeVyKBaLmJmZCdZFCcJ7j46ODnR2djbcvq9nnCxbtgzXXdfYl741PTG0t7dXfWlMK5BDWsynLUkzdZq1FY1GNY3A5lxoXbX+tn21gj4EzvQsk+XTRJ2Zmamot4X3HjMzM5FpQd9DM6zkvPrqqxu6X8PSt6gK3vjGN2Lz5s1LXY0Fx3wENS68FSIFopFaTBqvf7V7UZ0HSnaz1lkFOS6MF1c+95xob2+PCMBmg5KY6G/QfSlCmJmZwdTUVKRpdHR0LLn/a/PmzQ3dr6HpieHmm2+ueU1BsyOOBOppY1ympM6Gug1bI5FEZpaMqjlhNX/AEk1o+XiobAuSAomGZKB+hJBTlPVIeh4kh9nZ2chf0cg+rnUs5PN53HzzzQ27f1MTw6pVq5Zs++yFQBoHmlXz49R+e0y/28xKFbC47dvma8LY/7WW7ZyLVGEKrAprnNBVc1jqpKI+BCWhqakpTE1NYXp6GtPT05FZU03QZ2dnMT093TBymK8Gd/nll2PVqlXzKoNoamLYsWNH7Nt4WsXxmIQ4uz9EDqHrLELqvN17wd5PtYla+zMUdrT1tM8pSZBZ31DCUy19ws+WnJgnQVNhZmYG09PTwXUlaccXyYHhzGqaRlrUU0Z3d3fDMiGblhja2tpw1VVXpXpArRC61MEaCt1R7df/9ryQcy7NrJwUAbAqfq0pwHFlWeG252q/UOW356Sph4Yd45ahs1xqJW1tbZiZmYl8Gvb8WoWS5ABg3v6G+Yxl5xze8IY3NMTf0bTEcPnll2P37t1LXY05SDtoQuZASLBtmXquPZ/HkmzqOC++zTLUaEBI06iHHEKzdjU/BNtFlZ6qfpLpxGsYMmQas52trZZEfwtNLJajfphqRBYH+hwANExrqAe7d+/Gxo0bq59YBU27qcEb3vCGaF0EbT6y8fj4eMW5OkMtBjiQ066F0D8rRHYAtbW1VeydwHvx2rgEL1W5k+qXpMrHEUSadobUff0tVG5bW1uFP0TLCbUzl8thdnY2Cj+qhqC7W4e0GD0HwJzrtZ61+EYUMzMzEcnk8/lIi6gHdrykRWdnJ974xjfi8OHDdd8baFKNwaZ5OufQ3d2NXbt24dprr8WaNWsqHvJikQKFrr29vabMNztr2wFoHYJWLY6b9fWYLt+OezNU6H623CQ7vlob48qM2y4uzqyJM3u0/5VUtC/pbNR6WE2KEwxn+enp6UhT0b6pFrYMtYcZlPNxRPb29mL16tXo7e2tS/O49tpr572JS1MSw8DAAHp6eio6pVAoYN26ddi4cSPWrVu3qC/fIKx6nwQ74HUQ23N0duAgt+SQZiZXTSPOD8EydcckO4D1PC0rDiENgceS9pBUDYd+Ar0u5IjkG7K895ieno5Chow02NC2JTm2lyHL2dnZyAnJ6ITmU9h1FNXAnbfZploFu6OjA1u2bMENN9yAK664oi4B7+npmfd+qE1JDNu2bUNfX1/QPszn8+jp6YntsIW07Tg4VfVNg2pmhwqBzoB2oFsBDanBoQ1dk+5fTW0O+UTs73ofS0I8Hger6ofuxXPUSclZ3r4NyxIey9KX5CTVZXZ2FlNTUxULp2ohBw0T15o/4lxpHcaaNWswODiIvr6+uhyJ/f39845ONCUx/OiP/uicYxQUfo7DQpkVOuPoktx6ywkJrlWfQ8JltYsQQpqD3seeG1cXrXO1P/aNvSYtKdi6ho7r79r/Sooh0yzU1mo7Z1OT4ARQi4Bq8lStyXncC8LWvVbccMMNdV8LNKHzkUlNodmwVaCCGGezh+xrFWbrg0iKICj0N6bsqjOSfyo8Sa+mt3Wxx0O/aVtCpkSoH5KcqvyvIc2QP8JqVpYQNeJhSSyUPk6TA0BFNKMamEjFiAe1mjRg+nZozNSCzZs3Y+XKlXjttdfqur7pNIb+/n50dXXNOc6BsFDpvWmhWXkhpFXJkx54iASSzIgQrGlhy1CtJ6lO1QTV5lyE7htXN5bDGdoKj5KSak5xTku7poJ1o6CGfBaMdtGhqZoOMyFD+3JWg7a/Fm1D+zINCcWhq6trzorkWtB0xHD99dcnqnhA+kzAhQBn25CKWG3GsoPSCnrIl2AFu1YHqF0oZOtlZ8Ek8tLvNotQzQkliGqans78cfXg9ziS1GvYP3w+JECmOlt/BR2edD7qfxJVNdMtBPZ5mokg1I75IpfL4frrr6//+monOOc2OueedM4975x7zjn3K+Xjg865rzrnDpb/Ly8fd865P3bOHXLO/ZtzLvVC8fb2dqxevTrYMdUEYrHIITRArDDFqdj2er3G5tqHZvuQ7Z9mTUK1WTyuTqGZWttIz77WJy2sOZF0jPVQDSeuLD2f2gJXQgIXtDHNMLV5I+3t7VHSFJdq1/PKO96nFtjJZD5YtWpV3dG7NLWeAfC/ee93A3gzgP/knNsN4IMAvua93w7ga+XvAHAPgO3lvwcB/GnaynR1dWHTpk3B36wQWCyGD4L3oEBYj7qNIGi9eb0KGAdhd3c3+vv70d/fj56enooYvZ3t49Ki09Rdy7T9FedsjOsDawKEZvO0vhASI2fvasJhScoSA00cbq6iyVOsMzDX9NCdobWNmueQFhwPQHLIVhHX9nonvcsvvzxolqdBVWLw3h/33n+3/Pk8gBcArAfwDgCfLJ/2SQA/Wf78DgB/4Uv4VwADzrm1aSqzY8cOdHR0xHaidtRi+hk4cG1SlZ2dtG5JRKZaQmdnJ7q6uubsQWAXPsWhnpklZKPbv2qkExrEaa/l9RbWZxEyffR69p8NJ1L4mWJt2261MJoVdBQyn8EmP6UBCYYp2nFrMuL6IzSR1IvOzs66X2VXU1TCObcZwLUAvg1gtff+ePmnEwBWlz+vB/CKXHa0fOw4qmD58uVob2+f42VWxB1XG7TR4OBRL7VVt/XBqmBr/YDKMBlnNHqwWb7a3Rb6mjlbtq1zmnaFjqkdrqYD72W1g6QBnOa5UFi9L22WwjUHWoaaArqSkfVkXTVpic8qNIloeQCiSIAKcS1koIRGzVE3dEkLa07Nx0TO5/N1JzqlJgbnXC+AvwPwq977YdMA75yrSSqdcw+iZGoAKD28rVu3Bs/lAwp51+05CwWmulaDCrWtk9q9FITp6eloYNGEsPsohHwYocGWxnuetp/i8iC0nPk+A2sCAJXOS2uW8XdCCVWjDzaSwL5lu/Qz/2jWdXZ2RmWnVf/tikqWSYdnku/HlpWUX1EPtm3bhm984xs1RzhSEYNzrh0lUvjv3vu/Lx8+6Zxb670/XjYVTpWPHwOgy7s2lI9VwHv/MICHy+X7XC6HdevW8X6xWoMeWwy/gt439Mo4q0Zr/RUaggqVw4Gk5SrUZKEGY5Osqvk1tG52ZrJl6PG4WUxV/VpmV/2sxMP/JEjbbk1gmpmZCQp96H5c2wKggnRZf+17Oh454ydpQwx15vP5iAzsys04k4rl2v0y0vhYasG6devqIpo0UQkH4OMAXvDe/6H89DkA7y1/fi+Az8rxX3AlvBnAkJgcsRgcHER3dzeAeBXX1KtakXNQze6NO4cDP+Rks0Jo60oVk9fHzUQhgiF0JtSsOru812oWVujU96HXxM1SoX6w7QuRh+3HOBLStlJ70sQguyBKy7JrHjjr01cQ6hdC+4Fvm2LkgaaICn2ob3K5XOTfYN2npqYic4hkxGcfIgBGomwORSMnvu7u7rq2lk+jMdwI4OcB/Ltz7vvlY/8HgN8D8Bnn3PsAHAHwM+XfvgjgXgCHAIwBuD9NRVatWlWxPgLAnIFF4dLf6+m8uIHK73YWDGkCOvis44vncvDZWaoe6ODSmdL2gW2brY+eF7ouZC6k8eskaXlJ0HPZT0w4UlMLqPR55HK5yLk4OztbsYkrZ3AdKza6w3on7QepUQprnugKTd01mtqGTb/W67XdJEESU6Mcj0R/fz9Wr15dcwZkVWLw3j8FIO5J7wmc7wH8p5pqAWDlypVJdQAQtknnC6sWW2EJzY6hmddeV2uiTxpY/4UlMXufELFqW0ODMK7NcfWxGkk1sgmZhkBlticFneYCfwfmkrAKtOYm0Lzg+Tab1HsfDCdSEyDheO8jodVMxnw+j9nZ2TmkwImAfyHNTtut96i2orZeXHbZZTVf0zSZj2984xvnHLOqJmdK62WutQPjZj+r/tpj9n7WmchjujSYs0899UwCBUjLtn9WS9F22DrHmRNxxBZnctnPcX1nP+u5Wn97Hs/RHZfUz8Df6Cuwq3DZbyxHl1+rOcKX2uqW87w/763+BBVsvX+aNRasE+/dSB8DEJatamiqRVQh08CqxnHCmqZsi5C/QI9z4IVWUqqqqqmvqilYwW00dJDH9UeSIOqABOL7P45cbFnqHA2VYWHJV8nfZmlaE4Xf7U5MIY3P9hGFT0ld1XiCghoiYHUw6tJsS6Q6McRpAqyjajHV+nuh0RTE4Jyb41+wv8fZyvb3OMSpyvZ3nsPwVVtbGyYnJ+doL3HeZxJJXIZhvahl5g0h6Zy40KQScZq6JZF6tX63Qm9DfbbvgQvRC75TUlV+JQWaJjZXgdEIRiQ446tpEjID+Hzt5jJAiQgmJiYAVG4fZ8nLhqR53JqFjRg/vb296OrqiuqVBk1BDPl8HmvWrKl6XpqZK00ZquaqACjUM0510AoKZzd1XsWVR6QhMZ6XpI6nLSfJ52BJIE5I0/S1zvqh3yhwSSaJtktJl991RudnRnn4e8jZq+aGzSGhNsG1ESyHr54jSWi9mR1JwWe0qaOjo8IksRonNQL+2bUmvC5J+6kH69atw/Lly3H8eNXgYISmIAYg/oUiaVBrh1ntI2kwqzqpyTQqTDYvgbOINSMsIYXuae9tz7eai7Yprkw9n/ewAzDJH5FUT6tZxD0LFRItg9eG8jxCztGQZqdhS30VnToLtT26sIphyc7Ozki70CgBBdiCfgn1ebDuJBrWS/0H7Gt94Y2NtOlksxAmaBo0DTGkRSNtr5CtB1QmI+mWcpo1F1pIxXpZkgvN0Bbqo7Ce96RQZ0irsCq4JQdg7tue4kyINCRm+y5pFaS9H+uSpn8U+ixsBIhhRmtWsGwlHn35DIUSQBQK7ezsnJPAZEnaPnNODLoxLFBJJjyf/RV6hrVmKyah1i3imoIYenp6qmoMje6oUPl2BrW/Kbvb9x/oZx081pkUSltWUuA5IbU7pHnY33jczuJ6rnrxtU0hclDtSMsP9Z9V9+OusX4LNR2SSNOWSeHmbM3Pzl3Y7UkXMfE+jBqxbGoEurJStQT6m0hGNidB66XmzPT09Jxnyv7XNrMeeq7+ny/y+Tze9KY34ejRo+mvacid54laZn9VtRoNHXR0PhEcHN77qnsQWP8AB7AKoApcHCHECX4t7bHkwFmSaiwdb0mCr3a+FXC9TrUQe66SU6h/7O96nQpryDxTWz/UT6pRqOBqxqTWn9fwmJqMvB/JwU4G7Fc9znpqjkXIgZlkis3XpOAakLRoCmKIQ5zw2xmn0eBD4FbiJAUSAwe+DiqbLs2HD1wYZKq+6kyl/gpLCiGBpYBrTgev1ZlJy1LVVeurfyEi4ixpCcbO3IQ1UeKSnvReSsBKjNa3EJpB1T9BWFOGZajmoGFau62ckja1Dz43Rqi4pFqJkD4OHuvq6gpqiPpKO5qpPL4Q2Y/1oKmJQREnOAsBtT3jNAL1sqs6a4WA53IQqf2pbQkJT1xZnPFVJSYh2IQdbZM6tdQ/kjRrq4kQ0hZCZBLSFKz2Yu8bgvVDqLpuQ6zsF+0D9dfY1bG6YE2FP7TKlSRCIZ6cnKxISedbp5i+rWRoSU8dlN6XQq08X5O20m48u1BoamIIObCAhdUY6JG2GXMcjDpTsx50LjH8pbFrVXE1ocYKSmjWtrMqNRddFwBUEoh9aQvvqzOraj32envvkDYT0hZCs7xC22d/t7a11kG1IH7W/tdzWQ7DjhRCVdv5DLU+fObWQcdna4mTY4MEoj6IqampivUX+pzZVl5nNTz+Hjfm56M91CovTZES3dPTU/HdNkJnmIXWFEgKzIOfnJyssG0145EziA2PcfbSmYftUFLgNXEqMv+zXoVCAYVCAblcaVHO2NgYxsbGMDk5WaGB6MzHPrNkEdJKkoQ6VMek8+MQ95t9hbwlIrXzlWBC7aHw62YuPD9kZthnoM+e5iS1EK6JsIlNKvCaHxHalFZf3susydBK0kaaEW9605tqOr8pNAYbkYgzF+IIYr5syjJUjeSA4EO1yTOcubiazpoGqh2w7jp7qIrL3/W4tr+9vT3a/o2r+XQ7dHVshZyaVrMICVOor61GEyJlSyzWbNC2hM5l/1qTTPvCEoP6PfR3fqaWQJLXvlJVXsnSZj+yHzWXhM/LaklqGvCYOjZJUrwXy6DJp+/iXChi6Ovrq+n8piCGarB2r86Cjew8DrZQrFoHlZ0NbB005daSBVD5unrVKDgodSbUCAJnGhUcko/Okixbk2h01k+y64mQRqEhxTjNLTS4kwhI/QXWpGhvb5+TxUgfAttncxhYfmhfB/UrWO1EHYK6R4IKtJonalrqcW2nkhnrw3Fj+1r7II7wFhNNTQx2UC2WScH7hY7pbKy5ADrrAXMdTeqT4ICzA9Um5dgXuGofWG+/ahwaDrMDTYVsPoMtdO+k7/Y3vX9o2zWg5CvgsmZtAx25NmdCtSclMb0n76e7RCkBAJVaAXAhF4L39t5XbK5iSUn9S5bU1degWgh9IKHxvhRoamKIMyVCvzUCVt1XIVS1k+fa/QKsU0yvVwcgd/2xKrS1j61fQM9XItAIiW5Wq23S+lhBjeuLuD7WvqlHa7Nl62eddScmJipCunqOtt1CX2XHXaGso1Dvpf1NMufCLBIV/QasO5OXtO7qdLRmnJp4qiXaftCxl0UlaoANCTYKdha17B9S9zgraUab1RiULHRQ6kDT7d9sGXbmUJvXOrd0h2Tdil3JLE3/xZFC3HXaV0mqb8gMUQ1MYSMmdlZmOzWLU8vnGgfrk9BFcUDl1nuWyEM+In62uQ/OuQpfAR3YvMY+97i+jsthaLTZXA0tQwx8GKpWLsQ9CHUSqqNLHX0aRrMztzqetJzQDK7l6UyhJKW+B62vblgaUtPVF0HnqW0rz7PHk4Q8SaNgeXp9kvZHWFLVdQwq8EqENnRs62BNODUhmA1IRzOAyGFJpyVwQdUP9VdS+1hPJS+7ICukMfD6NJrdQqFliEFh7ctGwZoStPNVKPXhWa3CCq7NZ9D666o7YO5LZrUM2p7cbNQOEhsm1ZnOzk7V2q7tStNfoXPjNIiQ8CTd187IqnExkqCJTnqu9ju/qw3P36ampiq2Z6PD0z4b2z4lKP1u36itf/xNJxqrwVltcanQlMQQpzbpAFooH4PWQR2MahrwXKv2aYqsDk6WB5TsUGs7M2MuZHtzRlTTQ4VB+4IDkGq0JbJqDq2QI63Wc+1Myv9xpkloZuR3mwimz0PNgRCxhPxC1uSw/agbuUxPT0fmGM2CkPmh/gwbLdHxwYnAmj4aDbHjOiMGgyRSABaHGIAL4UuaMWoP8+HyuDqy4uxidWSFbFe2i79pIg1VYLuAS2dEFQQlpbg8Efs9rk+TjscN3hAJhb7HaQ1qWqn2RljB0/PsZyWaUCRBU5vZx+rrIWFoboK2RSNJqqXwN40Q6Z4MbIciThMOmXoLiaYkhjjYGbjR5GBne81rUNVOHVh8yLOzs3O2Iic4oDs6Oiq0hdD9+Z9vRdKdhCYmJhJnUfYNNRdVW22dkvogrk+IuBleSTCNtqDXWxNOn4FqPiRhZgvyu5KnmnbsA3VCsl3qVyDhc+0C/Q+W1FlnzWsgqWjbWbaah5peDcxdMKbtTkOsC4mmJoaQmhqapUIznp1B03Qq2d4OLr1eIxJKDDowdbDy/hzIzEewddeZhgk2XV1d6OjoiM7jyr7QWgElKpbHe4cWeClsn1rS0SQhABVmkM6IdpCHBru2WfvARnaoejPfg+1mPgB9P7w3Z/mQYKmjmNcCmKPasy7W6clZXh3Muv7Fkqb1e6ifSN+naaMhOvHZcbfYZkVTE4OFVbkVdiDr7xrKS+pgVeP40DQSosJvnXpWu7DgrBTnDNS6c/9B5jvkcjlMTExgYmIiqgPbrOTEwawDDKhcVpxEDiybf11dXRFJ6YyoKzM1919XdqYd0CF/AolMM0KtecD2sgzd1k3PZdtsREYzGK12QQHmy3VZp1D+BCeJkBMUuJA8xfPU/OO4jJvQ+F2JdrHQFMSgwkKE1E/rLNJzOYDZ4dqJ6sCLe0WctVlVLeRg0ZAjoeYFB5dNROLvdr29nsfXmik5sB4TExMYHh6O8uqtjcwBpvXXtutagRCUFKipdHV1oaenJyIFmjR2JqNXn6+Nn5ycxNjYWMVaE1un0DNWImA/h8aFztrqc1DncJx/wUaOQp95HfvMvrA2pB1YgdfkJW4iY/0+Sm58hrZ8xXxJ4fz58zWd3xTEMDY2NudYnG1KhOxxhrDsXgNkbetE4u9qI/KBqaBzsOlOQayjfbhx6h8HDMuxPguSAkmC10xOTmJoaCjKxNOcez1XHWNKXrroK2S3avs7OzvR09ODnp4edHd3o1AoRIRgl3lr+VNTU9F+BOPj4zh37hzOnz8fkYPthzhTUCMpNjmL0PUfWh77xmqMfF7eX0grJ+lqbgHHjtaT+z2ynex3jjEdfzZ6xbraNljS1nGk0Q7bz/PFs88+W9P5TUEMIVhSiCMKChWdcyFzgQ9GX3ga0j5Cqn4oF0Eftr0+NAj4gFUlVPOE9dGVfQAiUqBvQYVAhd/uSs3ZVs2MkMag5EJSWLZsWfQeAt33ISlvpKurKwq78e1NbW1tGBkZiZ6JTdqyz5R9ryYBw4RqWqhar89XhUyfud6Pajs1LD5Lkrbu/ahmiXVu5nKll+Hq5KRmHdsfigbpmNKybc6FHT/zRa1lNCUxqADY4/qnHvnQ7ERwtgAQ+8B0wKgNr2RgBVOX71rB17JVMFWbsQOB/3n+8PBwRApaT5ajJoDOolY9jtMUcrnSuo3u7m709PSgt7cXfX196O7urlgkZB1sFhzUzBhUshkdHY1MDc7McTMohZ/vaFA7XsnAHlchLxaLUWRBTQ1L3lqG5hKoo1B9AJ2dnVEZulOUzvIkezqMeT+dcPSlNuqz0b5jX1itaDHRlMQQp2rqZ3XWKdsTIQFl/oBuvglUroT03kfZdSr0Sgy8v9UQOFB5P9UO1HOv2oYSle4qPD4+XkEKoTYpQVJltiZNGlLo7+9Hf38/enp6olfCJ81gWg6hiUfqq+jr68PExARGRkaiTWX4HLSP1DSxGaAhoSBp0R9DcBzoMyR0CTWhREVS4LNVUlDi1ZWSanLa/mJ7tE4aIVGtgf0dMtdCz36h0RTEkKbBlnlVCG2WX5xtxoet9iJQOThUIwmVQQHUB6n3U6+4EoEKg7ZHiQMoDR5uxqL3DzlGreak7bAzM8F+a29vR3d3N/r6+tDf34++vr4KUtDBHfd84vwVnO07OjrQ29uLqakp9PT04OzZsxgdHY1IT5PGCPaF9rElumLxwhJl1pPnq8OTz8b6SFQzoX9FfRMcJ7q7ko4dahxKnnz22g88T01YnVjYh1qGkmGjiMB7X9Pr6YAmIYbR0dGK+HKcULIT+V/j2Pw9DawvwSJkwuhnaxPa3ARdSce22HNYDx3wDDdaobbaCo9Zx1a1WUVJoVAooLe3F8uWLasgBXXcJZWlaq4eY/9QK9NwJ1Dp59EtztQMIjFYYeJvGnnQe6ljVq/TSYTPxOYvKAExf4KOV+BCopKar2pq2jHCNqmZx8lLt+5neeojsn08X8zOzuK73/1uTdc0BTGEYIXTMqgVlkapWqGZ0vo17LZdqk4CiN5hqBmI6vHW+6hKze+WFNRTzTpo+i5J1ZZp70dVmaRgzQcriNoHof7h73HkoBmZOqvSfLL7Vep/TWLizsz6JicKKcu3bVZB1HpzIZqd7dU/RfJSH4KaF6wDTRjWR01H5kAwAsIJTB3F9t0UXV1dc/q4keRQC5qWGOyAA+Jt/oW0vWxsXNVaO0to6NIKb0ht5nc7EPQ82wdaL4I7E+tv1j4FSgO+q6srIoWQozGJFHhMCUhJy8La9/Tkk0y5QxOFaXh4eM7mq3ZXI/XX2EgEtRA175Qw6S/Q3bBUtVcNgovWrCPSmiZatpIay2Q7+F3/d3Z2RsSofWbrFvcsFhJNQQwzMzN49dVXsWnTJgDxsxQHpVUXG9lpdrAQ6hBTh6dzla+915lRHUuhWVyFTElCVdRQXJtCofs58l0Htg0Ebf5Q9EHtXf0PVC7p1s9ax6S+JFTl5+dCoRAteaZfhUKrWoN16Gk/KAmo807JQ00RFf5QPdX/QFLX+nd0dFT4YXQMKnnoJMIxoFoMzSwAETlon1bL0q0Fr776Ks6ePVvTNVWJwTnXBeCbADrL5/+t9/7/cs5tAfBpACsAPAvg5733U865TgB/AeBNAE4DeI/3/nDSPbz3GB0drVrZajNpI8wJFTx7X51VrfBR8HO5XJRsxXLiUoSr+S54vtU2aP8yzZoqaUgrIVgvOhwLhUKFvW/rxjbFfVZHnt4jCUoOJAZmTJ4/f76if+0MndRHev98Ph/5LtQRzLZRe1Mocdg+5P2ZRGc1kFA5elzJSu+hZhJ9KnaSaBQxMJ+kFqTZ7WQSwFu991cDuAbA3c65NwP4MIA/8t5vA3AWwPvK578PwNny8T8qn9cQJHVYIzsypO5T1dSHbGcy51yULRj6Pc19VSjs2gPOMkxZ1t2GdEYKmTl0OnLFZij6UAtCUQ/7PdQ/rAvJjRmWagqFBFXD0/Y5WB+GCrcSgYYjmbGp6dyhTVba2trQ2dmJQqEwx1lZrf9YR667YP+oRsL+UPPMYrHNCCAFMfgSRspf28t/HsBbAfxt+fgnAfxk+fM7yt9R/n2PSzH6/v3f/z3xdw0nKuLYez7QDEJrxuj9ZmZmKl4K29bWhkKhUOEHiZtF45yrHDScRbTd6uFXVTYU+7aaiSUF65W3dm4SkgZqnOPT1o/CTcLSPSqphlOw9XmwHaGcASVPtnN2djZyXLKvOjo6UCgUouxOTUXv7OxEV1dX9J/nWU1RSdj6FoALYW3eWxFnCuuzbIT2S1STrRBS+Ricc20omQvbAPw3AC8COOe9Z4uPAlhf/rwewCsA4L2fcc4NoWRuvG7KfBDAg/z+2muv2XvOqUfIIRMK5c0XGhYjSAJq89r6cPamnWxVSpIHByG916G6x6nJnFmnp6cr8vPZH7Z/WBaFStdk2PP0vurLsaq39nfoOVlfBO9htQeew7axbhrC1NWteq6WoaTNcyiMGv5UaGKU1X5sZqY+T7vcm3Ww2ZckCs1jUAK3vgl9To32nb3++uvVTzJIRQze+1kA1zjnBgA8CmBXzXeaW+bDAB4GAOecP3XqFM6fPx98Y05SB3EwxG1+UmfdotlAk6gmJiYqtv/SlOhcLoeenp6KgcFyaJsWi8Vo/cHs7CzGx8errnxkG9URxv9cl2ATgNgG7R+dmZN8AVbgSb5WWKygh2DVYuv4U3LgbG39DPZe6sxjuyiAqmVpu9UpayMLSkTqMOT5Wo5GLtQ5qqacOqL1GhtF0/Gq9280KQwPD+PkyZM1X1dTVMJ7f8459ySAtwAYcM7ly1rDBgDHyqcdA7ARwFHnXB7AMpSckIk4c+YMxsbGImIIDTw7aHWPvUZ6cZXFFZqkZLUK2q+avMM2cPmy5j4wrJYU7tO28p52Zgo5REPqKV+Gq76FUDtZR51h47SLuL4L1V1/471VO6H6r6Fh1k+jC4z/azv0+XNW1/OVkOiwZb+wr3QtjQoy22/zGXRC0mxTtkfNPV6jYVIdw+oDYdurTRZpMTY2hjNnztR8XVUfg3NuZVlTgHOuAOAOAC8AeBLAu8unvRfAZ8ufP1f+jvLvT/gULSwWizh27FjwN5297DUAqs6C9UBnYb2HOgTVSajnczbRsKKqkpoBp4MzJNhst2oCOpNqhCAOvJeGJnnctln/x5WlZoaFfUZptBOeF3LokYB5b8701kxT4dWl0pOTk5iYmKjYYZvPjcunVWMJvfXa+hJUM+Hsz1ArgDllcJGWjietg2oLqhnF+dVqwbFjx+oimDQaw1oAnyz7GXIAPuO9/7xz7nkAn3bO/TaA7wH4ePn8jwP4S+fcIQBnANyXpiLFYhEvvfQSrrvuuuDvfDAa31d1375daL6wKqvOpPqAtdMnJyfR3t4eLTW2diXLVUGv5iOx2oCWpX0ScmTxvwqdCp/2J+sW1xdpYZ2B6m+oBp0xdTII2f/q2I3zd1CbUHNNP6vPRve1YHnWFFBi0HwE1SQ0s1E1Ot3BS+tiyVH7rhF48cUXa3p+RFVi8N7/G4BrA8dfAnBD4PgEgJ+uuSYAzp07Nye9Nw78Xd9S7JwLvumnHvAhWkedTX8misUiJicnozi6Dgp1UqmK7Jyr2GCmGjlou/V4iDDs9dbWDZVNqGZj+8SWa4+rqqyqeOh56r0pSHqumgHaNt37Erhg7+u+jwDmaBD6PHi9OnCt70JNGtUKNWFJiVkJwWoBmpdh+9n2q/ZJ6Pe0mJmZwdDQUF3XNkXmI3HgwIEovTfkY1Do4NG19B0dHRUPRtVHO1tXQ5zDjYKmxzl4xsfHK2xGDiAd9CQdTTAaHx+PFtWEHGCEFfBqwsu+CmX8Wdh723Ktfcyyrb/C+hKsnR+nIalQs5zQM6O9ro5hVdc1BKmmlo0WaN05qyuBA5XLwC0Z8Tw+S60Lzbe4scffrd8ojizqweTkJA4ePFjXtU1FDBMTEzhy5AiuvPLKOQPEQn/XBSoUNr1WHygHR5w5oLDqYDWHkIbF7CyvZKKERTKbnJxER0dH5Li0vgAtQ30FIc+97ScSUTVStETI6/W/hZ0BQ8Rh62KPsx9CyUsqWLau9Btov+veB2oC8HotX5+Htp8mo0YwdK9NdXqH+iy0eMySpf1s61aP+m9x5MiRmjMeiaYihunpaZw6dQpXXnllrN2otrl+p+ag6r99CBq20wGliUT2Xpq+GpqhFdZRppELfej8rrankgLPVVvW+hm07SFVVAdktTaGEDerW/NFj+sMzGMhuzmJxDRPRAWWJqYSqp1tAVQ4h/msrWPS9qHV0NQU1B2XWBfWU/vDrnWwZpslEdZVN4+x/p75ksPJkyfnrOpNi6YiBgD4zne+g5tvvnnOjEkPsxV8hQoBH5K1dTWExIfe1tY2xzdBUKBsDNuaBXq+zlJUeXUgUYVk2e3t7ejp6YkGPQczvem2jdavoKaTnheHkH9Enaza76FrQjMsz7HkoNDjIXKgyaMLn7TN6gDWPlDBZ724QS3NBn1+WheWq5MEgIrdofmiH92fgc+dBK/9x984DrSvbF9SY6QZGdLs4vozCcViseYNYBVNRwzc57BQKETH1IYH0q1BsAKrKrFqDzYTMTSbMOMRuGAH8y+UP2FnciURNQc4gDs6OiInpJ0Ntc06yKwgW7+KtjnO+Wehg9eShO1H208hIQ9FS2w/2b7SZ8u+sERkzULWN/TsNAnNajBqhmldNLLA56trObS+Svosk/XkpJDL5SrSstX0Y+6GaqRq+tm+Tgu+cqBeNB0xnDp1CocPH8aVV15ZcTwk6NZ5lGaW5H/ODtyGjORgVS9VVzkgqRayPjyuXmlrW6v5AFzI9tNZyzkXrbVgEo8mxbAs9YiHfAEh/4btB61biARCjkRbhgptiHhslCEOacwkrQeFkWq/ThrqLEwqP019gMoXxig406uGw2t0ARwXYdmxweevZKBRkvkm7B0+fHjOMoNa0Ph3yTcATz/99JxjFB5+rjbg00CFXme4uPOseqcPlCvw1OllHYS2HXSWcqUfcMH/wD/1b+Tz+WgPBZZrnZ3Wv0BC5RujbAxe214LtL+ss5dIKlO1AOu1Dz1fLVv7g+nm1ueUVkviuUwA0+SokPbCZ2ZXqGpfWrNGw6CsNxdqARd2lbJb1s+HGL797W/XfS3QhBoDABw6dAjDw8Po7++PjtnOsi8IrRchdTZ0Dh8whZLH+aCpeehAIgGoEOjAV01BZwsF7U4dcHy5i9riHHhKFFqPqakpTExMRLkWSlx6flI/8Tx7bsgvkVYwtW81vdieY30CLJ/CqasnNaJQzVang1K1uThV3vqm1LSzJhZNRV02zuu4XoaaDneqshvP6n1rGefDw8N48cUXU58fQlMSw7lz5zA2NoZly5ZFx1RdVOZOa0qEoLOdCnIcrADYcBe1B/orVPhtHgPrHNpWTQmD5VND0fCTja+r80pB9ZrpwRyA1uzQ9QWhvoqD9TFYUrBCY4V8amoK4+Pj0Z4IJDctl//VGax+IruWQn1AIUJmmRp1UJK2PgWb92D9UVZL02fG+2hZGgplO+hvoAZZb1RidHS07sSmqI7zunqBMDMzg+9973sVx5RF6bxLk7RjwQfGmcK+WEUXG1kVVVVe4ILDi4NZnYX6UNVBZjUDDgxVo+2gC+VgqDbC61QLsDY2zYmJiYkoESiuf1QVDmkIoWvSwJZFARgfH8f4+DjGxsai+oUiRHrt9PR0xX6Jmt6sTtzQnzr7tE58hlz3oLO91Sa0D61GoT4HncAIPkeajzRjuAycv1XTZOPw3e9+d96rjZtSYwCAvXv3Ys+ePVF833tfsTee2oNJ4MOyA0EFQB1CKvRAZQhUZ3J12mk6s2oBHLQMm3V1dc3JhlNfBVC5eEuPM9XatkvP1UGpUQrnXDTg+cfQm/UPWFuZx0MIkUuctqAgmU5NTWFsbAyjo6OYmJjA2NhYtBRdr7flee+jcOT4+HjFM1b1Xduk5yih22cW0gKoeVgCCLVZx5dOLPTxMD+Cz5khz0KhUPEiY3u/tOQwOTmJvXv3pjo3CU1LDEeOHMHzzz+Pa665JjqmaiZZNqnTaHKo/RhyuIWcXxoas8LMAUTh0U1c1PFIUikWixgbG0Mud2HPBiUrQonHOlp1Ftf1FWyLJSxrlqgw2p2JibiZP+3ArOZXYN/Ozpb2ohgZGcHIyAhGR0cjbUFfPU/YUKyaGtoHIZOF/1k3kiHPp79Gn4eStGqEofGk5au/hJqG1lWJV7U7RsfUqTw5OVn1OYSey/PPP49XXnkl4SmlQ9MSw+zsLPbu3TuHGHTRlL5P0IJmQSiWrraiOpSsT4DOMM4o9Opr3gM/24Vb6gjjAB4dHYVzLto/0JIC6wbMfXchyUG1EE320miDDlJrd3d0dETkwIGYxiSzQsc+Dp0T+q7ERFI4f/58xbst7UIyne3Z71oHG+2JqzPP5TEVbpJDqI2qPVonpRV0vUYdofxdfRmahcrxwygHn1XSorpQX/Pee/fuDZJ+rWhaYgCAgwcPYmxsDN3d3QAQbdpJNlZisIKlm3Xohqo6Y9hwm+YlKJtTS6B2oNl0QOWr0Kz9msvlIqeavkOB5KCDXWdU2ruEEoNmgObz+cj3ohmZIa2Bi7yYUKWLhpLIQftYZ6kk7UDPY3smJiZw/vx5nD9/HkNDQxX+jridrLRP1KFrn7nVCPVaPZckTeFVf422kWWF/FmaOMUokY4Hu7iLz1l9RaqVatiVWbg249UiRBpjY2N1L5qyaGpiOHXqFH74wx9i167STnJ0OFEIu7q6Kpxk7Cy7HoLsq6QAVL7vUFfFhZKRSA7AhQQW++JUEoudnWg70ibmrMlYts5CoZwDJTC1g9V7HhcyVBOJs9HY2FjFlmSMp9uQnSUCW34S1Iam03NkZARDQ0OR+UDiU1KMK4vnKZGqPW/9SDyHCJGEmii2TA0vqmakadPcbLZYvPAuTY4xJTG204YrOcEAqNianoRZa58fOXJkXklNiqYmBgD4xje+gW3btlXsk8gHaLf0JjjANZ6tziA1FzQ1mQ9zZmYmEliCD1AFsVgsRt85ADRURqGjo5SzIlXFsbGxiu3WFHYWU2JTn4jOXCQCJUAVbiUGO4PpVvSh2ZcICR2/s87qdadTkSm6o6OjsapyyLSyfWDDuHZ3rCQoMSjJ6DElVSUZJVn2NycLm8PC3wuFAgqFwpzt39RJTJLhJEd/VCiqkGRazMzM4J/+6Z+q9kFaND0xPPfcczhy5AiuuOKKSBXmA2Gm4fj4OIDKdRCcoa0tB1RmDKqfQJNiNM/dqop6LmH9GDymqqQ9lwNmcnKyQvOxZopepwNUZy/9zcb52U7gglYzNjYWEQXXpqiJoXWIU8+1XCU8EgL/GHWgFqQagnXi8R72vvY7SUGJTE0Se539C91TBVvrRzK2z4KgeWud2MxNoGapE4Om0XO/S5o2uqdHWhw+fBjPPfdcTdckoemJYXp6Gj/4wQ+wdetWFIvFaMbR/f9DdifBB8vBzoetjiSSjOa4aziRRKGzEzUNO0PbQcny7GyisW4KNEFNRDUAdYSpFsABqb4FjaiwT1Sg1U9Bs4bvT+BLYHQdgMKGA7U8JlDxMx2KtOltPeL8AnrMmgP6XK3ZoPeJM4Gs6aHH9T4UcNsHOtHE5TNov9Dk5Dss2tvbKwiCdaWGOjMzE5G2RahNxA9+8IO6l1iH0PTEAJQSNvbs2YP+/n6MjY1hamqq4oUgtsNUxePDVTOCM0Bvby+cK+2epBmL6iHXqAYfKNVu69fghiuhgaIzko046MpOSwDqr7A2sF0wZENgbLPm/1snHCMUY2NjUcJXoVBAd3f3HNPLOkXVt0IyoK9GE7Gsg89CBTlEEiGzQvteCVQ1qtB9eK32a5xGpOFsABXRBmo/1eC9j5zPHR0dFUlMfPYkYgCRqZfUXxZDQ0M1v+a+GlqCGE6fPo1vfetbuOuuu6IMub6+PnR2dqK3t3eO/Uf1nbO75jxoqMh7HwkFz6M6rYNF7UcSh/e+wjlFf0Iud2FLcR1gIXvdCgRnDPV6KznwGs2j0BkzFD0h6WhuPttBkAhVm7FRC1XTNZNTTRTt1zjhtO1XxGkO/Gw3bKU5pT4k+ogs0cbdN6mOaq7pBKP5NEnlaHuKxWKkTfG7c6XwMccygMgnY0lSy7T3+ta3vlXXFvFJaAliAIDvfe972LNnTxQDX7VqFfL5PPr6+iJBUM8+t0rTvQ74YEIDmANgdnYWnZ2d6OjoqAhf2tmWM4ZGJtSmj7OTFSH/AYA5KjHLo7+DUHNEbWuaPDbkRXJQvwTrqQLOfAO1g60ZoLCDNc6HYM/VtoXMC2v/MwtWIx5KhhpJ0JTmesD7q0lBB3jackPtD2mR/f39kcYwOjoa+cyqlcnnbpcPNAItQwzHjh3Dvn37cN1112F4eDhSzfr6+iIVnuDsQTt5YmIi2mw1Tm0FLmgDxWIxessTgMjrrI4zDk6+fp5aCYCgAwyYmxxkver0XQCI2qP3sp53FWqtF0kEQMVr9egH0bUISi5WmG3SlkWcFmS/q4ff+gmUFNRXYkmBQm9nYXtPnkttJ+5ZJLVFxwhJwa6WTIOkSYG/cQxTExkeHg6+4lCh99+3b1/s+1jmg5YhhmKxiCeeeAJXXnklzp07F2kEvb296O7uxsjISNSZtJXpHbdLWKthZqb0Ojq+hZlqn82lVy1D49kAgg83pDpTcHXRFjUPVZl1ZSm1BpKAdVzSv0BNR+PlumzcrlRUIU3SEFj3an0Z8vhrX4Tuoc+JfzSrdAZXwuA5JCEl2Wrt4L2oddBk0nqoGVavBhLXNz09PVGa/OzsbDTpJV3HOkxPT+Pxxx+vyR+RFi1DDEBpn4YXXngBq1atwtDQUEQKfX19eP3116Occy44sqmuCuv1tucwU1HzAUIxdN0CPDRzqfNSNQ7em95pgna0daSpJhASXktYapqoPU6BoQMtyV62Qqr9pIKrs6s6Gq3aGzIdbJ9Z04nHvb+wiI7XMFlI+9Y6FdPkN+jSbe0D9VtUS1GuB7lcDv39/ejq6gIAjI+PY2hoKFbQrab7wgsv4NChQw2tE9FSxDA7O4snn3wS1157Lc6ePYtVq1aho6MDAwMDkUBxO7TQ4hqLkL2nYIyfzkjd4k3Tqu2gotaizjmqwmob66zHOpB8dEBqfFzPtW3QtlATUdWcM661xa2zjvWyfRdHEGwf7x0iFqvZKOx9kgjP+iN4naa1hzSKapqPOlkJPtsk8yGtiRX6vb29PRq7xWIxygpNuhevnZqawpNPPtmQdREhtBQxACWtYe/evdi8eTOmpqbQ1dWF5cuXo1AoYGJiIhIKIJ4UannI1BrI6ixbHxJVUR6nkOlmGzxHt3OzqbIUXIUKNKMLIfMklMVn1Wt1Jlq73Qpi6HvIkQhcMGk0ZTu0qCxkTljNzZJ13H1ZZ+6rqCtgbd8kQYlDfQhqQsT5WuL8JmngXClzd9myZVEk6+zZs9EYjgN/e/755xdMWwBakBhmZmbwla98Bbfddlv0wPr6+tDf3x9FI4D4/Qb50KvZ/zzGaAa1AA5G9firxkCBt+E6VbVp7rAeukZBB6fNmKTvIDT4rIPPmiA6s6vmoXkGof4I9RWhxEgBilu/oWXG+RVC99V7kdxsNIfamZpk1mcSgjWD9HzNerWTQBJZVoOScn9/P/r6+uBcaX3EmTNnKpLhLHi/6elpPPHEE/PejCUJLUcMQGnV5d69e/HmN78Z3nsUCgUMDg5ieHh4zgCPQ0i9DB0jEYyPj88JTQKVuyrpzJ5ENDbFWgen5gMAc1V0JRiFevTpRWe5+n4FTe9VIbMEEprhbYq0mkdcJ0IHLGfBkNAlqfb2eWgeCqND1pTgikRrbvF5JGmINrLB6xmFCJGAJYd60NbWhoGBgQozNc1bo7z32LdvX8NWUcahJYlhdnYWf/Inf4Jbb70Vy5YtQ0dHB1asWIHjx49jZGQk8VprM8fNXBaa9aYD0y6ppXBrpELBwcj4u22XvYbqrF6n5gnLpDBQtQYQZdRxvYIK0dTUVLQITb3uSqw2Y1I1I92dSFe8qvBohCbOp2LbAVTuUcA0Yn2buZIviY5Zl8DcrfCSnmvIdAtlimr9GgH6xqiFOueiELmaMxbnzp3Dpz/96QWJRChakhgA4MSJE/jMZz6Dq666Cn19fRgYGEB/fz/Onj0bDe5aHmTc+Tpo+a4HABX+AXU08t4ki9D+hSQPOwNbVd7mLyjhaP0osKq5UA3m566urjkZn8CFHA31DbAe/GyzOPnd5m2oQKpTVuulfg7doITrNrz3Uao71xdQfdb1HdRMZmdnMTY2FpkRVlOq1TmnmaNJzlJ9TqHj1dDT04P+/v5IW+D+FCG/heJf/uVfcPr06dT3qRctSwzee/zd3/0d7r//flx11VXo7u7G4OAgXn311WBmX+h6Iu6BhhxjXBRDQSoUCvDeY3R0tGJWVe9/yN+gm72oIIXMBHW0UVDVVlVVnRoMBYMOS130xTK44tG2U30Gtn9U2HQ9Rnd3dzTIKcAkppDG0d7eju7u7ui66enpSMPRpeg043SFJoCI6Lh3AYlGSbRWG1wdjmlmZKvxpEUul8PAwEC0AdHk5CROnTqF8+fPV9TF4ty5c3jqqadqule9aFliAIBXX30Vv/Vbv4VPfepT6OzsxGWXXYbe3t6KrMEkTaCanRhS5yigqlLrjMU0aSascLDamYtqLge/Zk9SwEKqMAVTcyRIPJpXwWtYB7ZZ13TQ95Cm3cAFc4pmA9ukJoJNulJNg6Sl5gEJjsu+KZiTk5M4f/48RkZGKvIX2Efe+2h5su0LZrDWqvrXkrNgiT6tXwsobcqyYsUKdHR0oFgsYmRkBK+//nri7t2zs7P467/+64aviYhDSxMDADz++ON4+umnccstt2DZsmUYHBzE0NBQ1dmiHntRIweaC2BVS11DoddZUGiVAJgBqQ41wjo21dmYz+cj7YUC472P3pBFlZ7/x8bGYkOK6gwleC/OyBRy1klfyqp2uhIEP1NL0dWfzpXe9D0yMhJpCLppLc9T4rB+DfZj2jRoha6FqIUUgNo0Bucc+vr6MDg4GCWZnT59GufPn0+cqF5++eWG7rdQDamJwTnXBuA7AI5579/mnNsC4NMAVgB4FsDPe++nnHOdAP4CwJsAnAbwHu/94YbXvIyJiQn82q/9Gr761a9iYGAAl112GY4fPx6p9gntqToA4s5RHwFnYL4RmdfptXbgqBlAcJYjqXAZtw50Vfm1DPoQOjs7KzaYoa2ujrvJyclohSq1HPUHWH+GJlwpOfA8e21nZ2eFs1T9Ihp5sW935mpQzcak4Nsoi9aJ/TEfUlATIq1PImRm2t9CaGtrw/Lly6O3m4+NjeH06dOJGs7o6Cg+9alPNXS/hWqoRWP4FQAvAOB74z4M4I+89592zv0ZgPcB+NPy/7Pe+23OufvK572ngXWeg+eeew6///u/j9/+7d+OOn1sbCwaSLU6Iolq3mx69zs7O9HZ2Rm944A+Bo0+MHSng5z30FmVA5sqM00WO+Ct1qA2NVV13fqOtjpnZPo4dMMbneUpqBRmEoIlNSUGG/5knZiJav0TmnIOXHCk8n4kR2pVVPF5H2133GayaaBZoETSmLGkEDoeRw5dXV1YvXp1ZEYMDw/j3LlzsZpKsVjEl770Jbz66qs1t2s+SPUmKufcBgA/AeBj5e8OwFsB/G35lE8C+Mny53eUv6P8+x5Xq3emRszOzuKRRx7Bt771LfT19eGyyy6bEwq0qDf0pNfR+VUsFtHT01NhM2vuvmYeapIUhcbWhUJAU4IzmjrXCKrznGkZ9tJNZvn7+Pg4JiYmIhOmq6sL3d3dKBQKFXtTMmeAexZqhECdgxpO1LqpM1S1Jgo6NRn6Fag5UGNqa2tDd3c3ent7I61Jt+7nfRip0C3jaoU1IWy948ZAkjmR5MweGBjA8uXLIyI6ffp0pN1qufx/8OBB/PM//3Pd47VepNUY/iuAXwfQV/6+AsA57z0N+aMA1pc/rwfwCgB472ecc0Pl81/XAp1zDwJ4sO6aG5w9exa/8Ru/gcceewyrVq3C0aNHo/f3VXM+poX12gOI3hfR29uL3t5ejI6OVpxLdVwzHdM4xjQKoZELOisJzu50WNqcBNaRb3kCUPFWbt3yTtO9QwPVmkc8pn4ArZf2gzoI2S92EZc1G5iboFEbbbPmR9QDa0KEhD2NuantTJoDOzo6sHr1avT09AAomQinT58OmgjOlXYW+/u//3uMjY3V1K5GoCoxOOfeBuCU9/5Z59ytjbqx9/5hAA+X79EQOvzOd76DD3/4w/jQhz6EFStWYGRkpMKTbhGnElaD9UhPTk7COReF36gyc7AlRSeSQAFQ+9r6HnTpNIUNmGticFFVd3d3RegSqAzt2ZkvNNCVJLQvNEqhfgabQahqP7MMNUFMt86npqHaiJLCfBBnQmgbGgXnShuyrFy5Mtp74fTp01G2rr2X9x5f/OIXceTIkYbVoRak0RhuBPAfnHP3AuhCycfwEQADzrl8WWvYAIC7RRwDsBHAUedcHsAylJyQi4KPfvSjuPrqq3HNNdfgxIkTqWLZ9fogCO99lM5KweMAUzsdiF/DEQeSg2ocmtqsmYDUGoDK0BsRenemOkx1VrcRCrZT28z/HNisC9tsnbHsEzUH2EY1vUJ+DR7T3a3mg1qiENWQ5vqOjg6sWbMGAwMDAEq7dL/22mvR6xBsec8+++yi5SyEUJUYvPcfAvAhAChrDP+79/4/Ouf+BsC7UYpMvBfAZ8uXfK78/V/Kvz/hF9FAGhoawm/+5m/i0UcfxfLly6Pt5tPCkkTcjGl/Y1ouowF0mKkzDkDNmoN6yu0GtKoV0NPP47wf6+Cci7Zz1zqpiq5Zj5YcWBfrLLUko3/qRNSMR95Xcx5sn2s9WLf5mg6EroUIZaWmQWhcJPkW+vr6sH79enR2dmJ2dhZnz57F6dOn5ywTB0qJTI8++mjiFm8LjfnkMfwGgE87534bwPcAfLx8/OMA/tI5dwjAGQD3za+KtePIkSP45V/+ZfzO7/xOtFagFthZMs7kUILggNewpQ3Rae5DLSaFJQd1rGoIUWddm+/ActgetokRkxBC2o1qGdpHIaedahwkHd43lN0Z6me2oxGmg5ou1K7q8SuwrLTntrW1YcWKFejvLwX0JiYmcOLEiWBIfXR0FI888siiJTLFoSZi8N5/HcDXy59fAnBD4JwJAD/dgLrNC08//TQee+wx3HTTTRWZkNUQOqeWGYozG6MP6tAj9NVmaWEdZKpiAxcSjliuCm0cCZHMrOZjz9H6WzLQc0KfrWkSKieuvWoqNULppLORDtwQKfB/LeQQ951l9fT0YO3atVGOx7lz56JMRyXrYrGIf/7nf8aLL74477bOFy2f+RiHYrGIj3zkI+jp6cEVV1yRqDUkPWAd/GkHi67yU3WV9jdj87VuF0Zh4Q7O+t4H1tn6EFRVt+p5krDrPW0/hMwNu4NV3H1UyC1hWLOk0Q5A3SRH/R8h30kI1cZAyJRoa2vDypUrsXLlymhj4lOnTkU7NWnffPe738U//uM/NrTN9aI2T1iLYWpqCp/4xCdw9uzZRKefJQX+TztgQufry2k0TKdJSJrckxYUHmYJhl4dD1wI/elGs7olHc+1S8STzAJer7kOXPNgU5M161HNDzoe1c+hL75hCLNRWgKhC9qsBhUXfbEIaUhJcM6ht7cXGzZsQHd3N4rFIs6dO4dTp07NCVm/+uqr+PznP7+gm6/UgotWYyAOHz6MP/iDP8AHP/jBaOPQOMxnIIZmE0YTuA8lBWRmZiZSK5lwVCso1Bzooc1Mgcr1FPpbqK12prchSSsQIR+DlqVEEee4XIzZkX4FAA2JaKS5ntrb6tWrsWrVKuRyOUxMTEQhSvU/DQ8P42Mf+xhOnjw5r3o1Ehe1xkAcPXoUn//854M2oIX1xNeC0HUUes1FmJycxPT0dPQynFpDmAoShM646r23fyETg386u1u1P/S77S+riVCr0XdYWu1koeHcha3fdDau5fkmnRsiN57f39+PjRs3RovbRkZGcOLEiYp9Haenp/GlL30JJ06cqKVZC46LXmMASg/vy1/+MorFIt75znfGCiIFt55BY73UOltSc+jo6Ig2GZmYmEBbW1v07k1GM+YjLOo4VGG1DkCNUsRB/RbW1AppCmmdiosJkgJXqoa0mmo+JKtFAenzFtatWxel54+Pj+PkyZM4c+ZMRUbqo48+im984xvzaudC4JIgBqAkNF/5ylfQ1dWFt7/97YkRARWINM6mkDDo5xA5zM7OYnx8vOKN3bSvG6Fiaxm64YoVdOv8s2WEvjeD0KcBnY2hFZfV2grMJQNrYsWFsXO5HAYHB7Fhw4ZoQ5lz587h2LFjUUKT96XMxq9//etN2Z+XDDEApQf45JNPYteuXdi2bVvs4KjHjFDERTQsOZAguDqTb8/SlOBGYrFs+maAkkI9Phwirr+SQrSFQgEbN27E4OAgnCuteTh+/DhOnz4dEf++ffvw1FNPNe3zuCR8DIrh4WE89NBDVXfZreags8dCCTr2GDUH4EJUYnZ2Nnq3pve+Yg+F+fgeLmXQ4avrVUKo5kuyZoc9FiqPDsd169ZFS6tPnz6NY8eORZvL7Nu3D4888kjFVm7Nhkty5J07dw4PPfTQnBd2JJkPcYMoZGfbRJ6QWQEgsn+ZTj0yMhJtoNKsM0mzgxqZhiVDplI1QQ9FYKo9E+ccli1bhk2bNkVZjmNjY9FKX+899u/fj0ceeQTDw8N1t3ExcEkSA1BaU/HQQw/hwIEDc36zSTxApX2dZvZI+p2xe+CC5kBTg3smZORQO0gKjIikca5apIlIxZXb2dmJjRs3Ys2aNVGq+YkTJ3D8+HFMTU3hhRdewMc//vGmJwXgEiYGoEQOH/3oR7F///7g73FmA//PJ7Tp/YX8f2ZC6m+Xkj+gEWCilSUFq8klPVM9P5STkfS88/k81qxZg02bNlU4HH/4wx/i/PnzLUUKwCVODMAFcghpDiGEcgPSeLjjytIMSV2unSE9mNlp95UICbF1MDeiv7kd/JYtW7Bs2TJ4X9qQ95VXXsGpU6fw/PPPtxQpABkxACg5JOM0h2pxbkUtyVM6aOk5pyqcOR3TwTkXaVt0NAJzibmaphDSDvR7NYdjoVDA5s2bsXr16siEOHnyJH74wx/i+9//Pj760Y+2FCkAGTFEGBoawsc+9rE55BDyN8QhLgMuDTjb8b0L1fasvNRBUmBkR0OSVpjjBDutthf3HJlAtX79+siE8L6U4nzkyBE8/fTT+NjHPtZypABkxFCBoaEhPPzww/jc5z43Zx++uByH+fgY7HfdbIULlDLTYi7a2tqiVPK4PIWQ0zgNWYTKiEMul8OqVatwxRVXYNmyZXCutE/l4cOH8fDDD+NP//RPo31HWw2XVIJTGpw/fx5f+MIXMD4+jne9610VL46Jy4hMmpFC35PIhE5JfSdmIzYpuRjg3IWX6wCoGrmp13mrkae4Y7lcDsuXL8e2bduwatUqOFfaRu+VV17Bhz/8YfzDP/xDSzuPM2IIgBmSAHDPPfdELx9VxKURW1gSiRtw9ri+KLazs7PiPQ+XInT/Cd3ABUi3xiWNj0hhy7Ofe3t7sXXrVqxfvz5ai3Ho0CH8zu/8Dj772c+2/HNyzdAA16BdohsN5xzWrFmDX/zFX8S6detiz7OCP18npZbJbDomQtXzBudmgm44Wy2649yFt4br27h16baaDNWyGENrH5LyUuIcll1dXdi+fTt27dqF3t5eTE9P45lnnsEDDzyAF198sZlJ4Vnv/fVpTsyIIQXWrFmDD3zgA1i/fn1FxCBtJl0oVVqRVA6/U0Ccu7AlfCuZF0pwQKWmRAENrQ7luaG1I3HCHvocqk/oecQ9I6KzsxOXX345rrrqKgwMDGBiYgJPP/00PvCBD+Cll16qrVMWHxkxNBrd3d34iZ/4CezZsyfaTi1JwKshKfXalqVREd3VWd8rUQ9CArEQoPc+5CwkAejScHUYVlsFyzJqCSunqW8I7e3t2LBhA3bv3o3LLrsMMzMz+MM//EP8wR/8QatEHjJiWAjk83lcffXVeM973hO9H4CI8yOk9X6nzdnnMdrcal7EOUSt08xu5w5ceLdDI96zYMEQbBozyGaW1oo0/Wi1gmpaAlB69mvXrsVVV12FVatW4cSJE/jVX/1VfPGLX4xe8tMCSE0MmfOxBszMzODZZ5/F0NAQ3va2t+HKK68MOhdt9KGaD0Lt3STo7+qc5KKh0F6JOiPzvZH6SrrJycnoPQ8dHR3RrkuNBLWBaprNfEmB14b6sV6/D0l45cqV2LlzJy677DJ87Wtfw3/5L/8F//qv/1pXHVsBmcZQJwqFAm655Rbce++9KBQKFb/FzUiKNE6zEGGEbGNqAfb9EXoNE4K899HyX2YM8jsThnTrsUaA5EUSCvVDKOqThKQ+TpOtyGuq3Sefz+Oyyy7D7t270dvbiw9/+MN45JFHWjU/ITMlFgubN2/Gu9/9bmzbti2Yypx2gOr30LVpQ3J2tlU7vaurK9qRGahcjTg1NRUtAw8J8HwQIoYk7SANsaZBUrlpzAdqCtu3b8fhw4fxm7/5m3j22WfrqkuTICOGxUR3dzduvvlm3H333dGbjIHaN/qoBWlnVH5mmI0aA180w0Qqgi+MbeS44AIxaiJWSwhFF4hqs3vSuWmEPw75fB4rV67EqlWr8Fd/9Vf4y7/8S5w7d67mcpoMGTEsNpxz2LBhA37u534OW7Zsiex4/Z1oRJ/XQgwUEt3EhNEBChHr2yjno0ZQuBx6amqqqtmkda+ljaHzrYaQliDa29uxYsUKDA0N4Xd/93exf//+ls4dEWTEsFRob2/H3XffjZtvvjnKn09KrgkhrY1cD/jiFUYl7BbxIdBnEXpvpZovTF6yL9Lh27OS2pRkTsURRi35CWlADSqXy+Fb3/oWPvGJT0SvN7xIkBHDUmNwcBC33HILbrvttqBzMkl1rteDniQQ9p70tusbpOLOp+9E31BNqNOT1+mLcEgoaUghVPckx21cfeshBudKL7n95je/iSeeeKKpXv7SQGTE0AxwzmHnzp248847sWvXrjmvh6sn36HR9Utzf9UKqBmo01A1iWrvnAyp9LVqBaE21EumQGnJ+4EDB/CVr3wFzz///IImey0xMmJoJuRyOezYsQN33HEHdu3aVeHsI9IIRzUhSBK4RiNkGun3ENLM5NXMqzT3SetTmJmZwQsvvICvfvWrOHDgQEulmNeJjBiaEfl8Htu2bcPtt9+OnTt3Ru+vBOIz86o52PR8e44lm7QkkcacCZ0Xui5Uh2omj21D3Lmha9OcNzk5if379+Pxxx/HoUOHmuZFsouAjBiaGW1tbdi+fTvuuOMOXHnllRUbwRIhYU8iAP2uZdRDDI1EtTBjGn9IWj9DNaiGcPDgwYsl0lALMmJoBZAg7rzzTuzcuXOOiTFfAZkPGSw0kdSqNcRpGmnqOT09jX379l1KJkMcMmJoJeTzeezYsQO7d+/GDTfcMGeBliKJHOoN0y2VNpGERtTp3LlzePrpp7F3795LzWSIQ2OJwTl3GMB5ALMAZrz31zvnBgH8NYDNAA4D+Bnv/VlXepofAXAvgDEA/7P3/rtVyr+kiYFwzmFwcBDbt2/HLbfcgq1bt1asfwg5H9XR1owCHoe0DtRaUSwW8dJLL+Gb3/wmDhw4gDNnzsyrvIsMC0IM13vvX5djvw/gjPf+95xzHwSw3Hv/G865ewH8LygRw48C+Ij3/kerlJ8Rg0F7ezvWrVuHH/mRH8GVV16JVatWobOzM/b8OPX7UsDk5CROnTqFF154Ac888wxeffXVOZv5ZgCwSMSwH8Ct3vvjzrm1AL7uvd/pnHuo/PlT9ryE8jNiSEChUMDatWuxZ88ebNq0CYODg1VDns2KRtVxenoaZ86cwZEjR/DEE0/g+PHjGB8fb0ANL2o0fD8GD+ArZQF+yHv/MIDVIuwnAKwuf14P4BW59mj5WAUxOOceBPBgyvtf0hgfH8dLL72Ew4cPo62tDVu2bMFVV12FXbt2YdOmTXMSjpoZ83GGeu9x5MgR7Nu3D8899xxefvnlee1glSEeaYnhJu/9MefcKgBfdc7t0x+9977WWb9MLg8DmcaQFswwPHDgAA4cOICOjg6sXLkSW7ZsweWXX47du3ejp6cHhUKhJUgiCd6XXvN2/vx57Nu3D0eOHMHLL7+M1157rZV2TGpZpCIG7/2x8v9TzrlHAdwA4KRzbq2YEqfKpx8DsFEu31A+lqHBmJqawrFjx3Ds2DE89dRT6OnpQXd3N97whjdgw4YN2LZtGzo7OzE4OLjUVU2FM2fOYHJyEocOHcLRo0exd+9ejI6OYmxsbKmrdsmhqo/BOdcDIOe9P1/+/FUA/w+APQBOi/Nx0Hv/6865nwDwn3HB+fjH3vsbqtwj0xgaDK5p6O3txcaNG9Hb24sbbrgBzpW2xGdING4R1UKAC6qAUijxxIkT8N7j6aefxsjICF555RWMjIxUXXSVoW40zvnonNsK4NHy1zyA/+G9/3+dcysAfAbAJgBHUApXnimHK/8/AHejFK6833v/nSr3yEbBImLZsmXRhjI7d+7E6tUl95BzDm9605vQ39/fkPsMDw/j2WefjYT8xIkT0VvFR0dHW3V7tFZGyyU4nQcw91XTzYnLALxe9aylR6vUE2idurZKPYFwXS/33q9Mc3Gz7BK9Py2TLTWcc99phbq2Sj2B1qlrq9QTmH9ds7ddZ8iQYQ4yYsiQIcMcNAsxPLzUFagBrVLXVqkn0Dp1bZV6AvOsa1M4HzNkyNBcaBaNIUOGDE2EJScG59zdzrn9zrlD5USppazLI865U865vXJs0Dn3VefcwfL/5eXjzjn3x+V6/5tz7rpFrutG59yTzrnnnXPPOed+pRnr65zrcs497Zz7Qbme/3f5+Bbn3LfL9flr51xH+Xhn+fuh8u+bF6OeUt8259z3nHOfb/J6HnbO/btz7vvOue+UjzXu2XNxylL8AWgD8CKArQA6APwAwO4lrM8tAK4DsFeO/T6AD5Y/fxDAh8uf7wXwGAAH4M0Avr3IdV0L4Lry5z4ABwDsbrb6lu/XW/7cDuDb5ft/BsB95eN/BuCXyp9/GcCflT/fB+CvF7lf/1cA/wPA58vfm7WehwFcZo417NkvWkNiGvcWAF+W7x8C8KElrtNmQwz7Aawtf16LUs4FADwE4GdD5y1RvT8L4I5mri+AbgDfRSlV/nUAeTsOAHwZwFvKn/Pl89wi1W8DgK8BeCuAz5cFqenqWb5niBga9uyX2pSIW6LdTKh1efmio6zGXovSbNx09S2r599HaaHdV1HSEs9577nXmtYlqmf59yEAKxajngD+K4BfB8B13CuatJ7Aha0Qni1vYQA08Nk3S+ZjS8D72peXLzScc70A/g7Ar3rvh13lRqlNUV/v/SyAa5xzAyitu9m1tDWaC+fc2wCc8t4/65y7dYmrkwYN3wpBsdQaQyss0T5ZXlaOZlte7pxrR4kU/rv3/u/Lh5u2vt77cwCeREklH3DOcWLSukT1LP++DMDpRajejQD+gyvtVvZplMyJjzRhPQFUboWAEtlGWyGU6zSvZ7/UxPAMgO1lz28HSk6czy1xnSw+B+C95c/vRcmW5/FfKHt83wxgyCdsX9douJJq8HEAL3jv/7BZ6+ucW1nWFOCcK6DkB3kBJYJ4d0w9Wf93A3jClw3jhYT3/kPe+w3e+80ojcMnvPf/sdnqCZS2QnDO9fEzgDsB7EUjn/1iOUsSnCj3ouRRfxHA/7nEdfkUSlvQTaNkh70PJbvxawAOAngcpX0ngJJj6r+V6/3vKO2JuZh1vQklO/PfAHy//Hdvs9UXwP8E4Hvleu4F8Fvl41sBPA3gEIC/AdBZPt5V/n6o/PvWJRgHt+JCVKLp6lmu0w/Kf89Rbhr57LPMxwwZMszBUpsSGTJkaEJkxJAhQ4Y5yIghQ4YMc5ARQ4YMGeYgI4YMGTLMQUYMGTJkmIOMGDJkyDAHGTFkyJBhDv5/CexBHUdmoYAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ds.pixel_array, cmap=\"gist_gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Dataset.file_meta -------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0000</span><span style=\"font-weight: bold\">)</span> File Meta Information Group Length  UL: <span style=\"color: #000080; font-weight: bold\">200</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0001</span><span style=\"font-weight: bold\">)</span> File Meta Information Version       OB: <span style=\"color: #008000\">b'\\x00\\x01'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Class UID         UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0003</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Instance UID      UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Transfer Syntax UID                 UI: JPEG Lossless, Non-Hierarchical, \n",
       "First-Order Prediction <span style=\"font-weight: bold\">(</span>Process <span style=\"color: #000080; font-weight: bold\">14</span> <span style=\"font-weight: bold\">[</span>Selection Value <span style=\"color: #000080; font-weight: bold\">1</span><span style=\"font-weight: bold\">])</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Implementation Class UID            UI: <span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">0.3</span>.<span style=\"color: #000080; font-weight: bold\">6.2</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Implementation Version Name         SH: <span style=\"color: #008000\">'OFFIS_DCMTK_362'</span>\n",
       "-------------------------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0005</span><span style=\"font-weight: bold\">)</span> Specific Character Set              CS: <span style=\"color: #008000\">'ISO_IR 100'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0008</span><span style=\"font-weight: bold\">)</span> Image Type                          CS: <span style=\"font-weight: bold\">[</span><span style=\"color: #008000\">'ORIGINAL'</span>, <span style=\"color: #008000\">'PRIMARY'</span>, <span style=\"color: #008000\">'AXIAL'</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Instance Creation Date              DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Creation Time              TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0016</span><span style=\"font-weight: bold\">)</span> SOP Class UID                       UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0018</span><span style=\"font-weight: bold\">)</span> SOP Instance UID                    UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Study Date                          DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0023</span><span style=\"font-weight: bold\">)</span> Content Date                        DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Study Time                          TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0033</span><span style=\"font-weight: bold\">)</span> Content Time                        TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Accession Number                    SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> Modality                            CS: <span style=\"color: #008000\">'CT'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0070</span><span style=\"font-weight: bold\">)</span> Manufacturer                        LO: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Referring Physician<span style=\"color: #008000\">'s Name          PN: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, 103e<span style=\"font-weight: bold\">)</span> Series Description                  LO: <span style=\"color: #008000\">'4cc sec 150cc D3D on'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">1090</span><span style=\"font-weight: bold\">)</span> Manufacturer<span style=\"color: #008000\">'s Model Name           LO: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">9215</span><span style=\"font-weight: bold\">)</span>  Derivation Code Sequence  <span style=\"color: #000080; font-weight: bold\">1</span> item<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span> ---- \n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Code Value                          SH: <span style=\"color: #008000\">'121327'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> Coding Scheme Designator            SH: <span style=\"color: #008000\">'DCM'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0104</span><span style=\"font-weight: bold\">)</span> Code Meaning                        LO: <span style=\"color: #008000\">'Full fidelity image'</span>\n",
       "   ---------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Name                      PN: '</span>CQ500-CT-<span style=\"color: #000080; font-weight: bold\">0</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Patient ID                          LO: <span style=\"color: #008000\">'CQ500-CT-0'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Birth Date                DA: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0040</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Sex                       CS: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0012</span>, <span style=\"color: #000080; font-weight: bold\">0062</span><span style=\"font-weight: bold\">)</span> Patient Identity Removed            CS: <span style=\"color: #008000\">'YES'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0022</span><span style=\"font-weight: bold\">)</span> Scan Options                        CS: <span style=\"color: #008000\">'HELICAL MODE'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Slice Thickness                     DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> KVP                                 DS: <span style=\"color: #008000\">\"120.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0088</span><span style=\"font-weight: bold\">)</span> Spacing Between Slices              DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Data Collection Diameter            DS: <span style=\"color: #008000\">\"250.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1020</span><span style=\"font-weight: bold\">)</span> Software Versions                   LO: <span style=\"color: #008000\">'qin.20'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1100</span><span style=\"font-weight: bold\">)</span> Reconstruction Diameter             DS: <span style=\"color: #008000\">\"227.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1110</span><span style=\"font-weight: bold\">)</span> Distance Source to Detector         DS: <span style=\"color: #008000\">\"949.075\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1111</span><span style=\"font-weight: bold\">)</span> Distance Source to Patient          DS: <span style=\"color: #008000\">\"541.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1120</span><span style=\"font-weight: bold\">)</span> Gantry/Detector Tilt                DS: <span style=\"color: #008000\">\"8.5\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1130</span><span style=\"font-weight: bold\">)</span> Table Height                        DS: <span style=\"color: #008000\">\"174.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1140</span><span style=\"font-weight: bold\">)</span> Rotation Direction                  CS: <span style=\"color: #008000\">'CW'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1150</span><span style=\"font-weight: bold\">)</span> Exposure Time                       IS: <span style=\"color: #008000\">\"1296\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1151</span><span style=\"font-weight: bold\">)</span> X-Ray Tube Current                  IS: <span style=\"color: #008000\">\"330\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1152</span><span style=\"font-weight: bold\">)</span> Exposure                            IS: <span style=\"color: #008000\">\"21\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1160</span><span style=\"font-weight: bold\">)</span> Filter Type                         SH: <span style=\"color: #008000\">'HEAD FILTER'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1170</span><span style=\"font-weight: bold\">)</span> Generator Power                     IS: <span style=\"color: #008000\">\"39600\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1190</span><span style=\"font-weight: bold\">)</span> Focal Spot<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span>                       DS: <span style=\"color: #008000\">\"1.2\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1210</span><span style=\"font-weight: bold\">)</span> Convolution Kernel                  SH: <span style=\"color: #008000\">'STANDARD'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">5100</span><span style=\"font-weight: bold\">)</span> Patient Position                    CS: <span style=\"color: #008000\">'HFS'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9305</span><span style=\"font-weight: bold\">)</span> Revolution Time                     FD: <span style=\"color: #000080; font-weight: bold\">0.6</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9306</span><span style=\"font-weight: bold\">)</span> Single Collimation Width            FD: <span style=\"color: #000080; font-weight: bold\">0.625</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9307</span><span style=\"font-weight: bold\">)</span> Total Collimation Width             FD: <span style=\"color: #000080; font-weight: bold\">10.0</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9309</span><span style=\"font-weight: bold\">)</span> Table Speed                         FD: <span style=\"color: #000080; font-weight: bold\">9.479120572408041</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9310</span><span style=\"font-weight: bold\">)</span> Table Feed per Rotation             FD: <span style=\"color: #000080; font-weight: bold\">5.687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9311</span><span style=\"font-weight: bold\">)</span> Spiral Pitch Factor                 FD: <span style=\"color: #000080; font-weight: bold\">0.5687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000d<span style=\"font-weight: bold\">)</span> Study Instance UID                  UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.2</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714307.2031999</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000e<span style=\"font-weight: bold\">)</span> Series Instance UID                 UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.3</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032152</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Study ID                            SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Series Number                       IS: <span style=\"color: #008000\">\"6\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Acquisition Number                  IS: <span style=\"color: #008000\">\"1\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Number                     IS: <span style=\"color: #008000\">\"101\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0032</span><span style=\"font-weight: bold\">)</span> Image Position <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>            DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">-113.500</span>, <span style=\"color: #000080; font-weight: bold\">-106.053</span>, <span style=\"color: #000080; font-weight: bold\">49.600</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0037</span><span style=\"font-weight: bold\">)</span> Image Orientation <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>         DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">1.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>,\n",
       "<span style=\"color: #000080; font-weight: bold\">0.989016</span>, <span style=\"color: #000080; font-weight: bold\">-0.147809</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1040</span><span style=\"font-weight: bold\">)</span> Position Reference Indicator        LO: <span style=\"color: #008000\">'OM'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1041</span><span style=\"font-weight: bold\">)</span> Slice Location                      DS: <span style=\"color: #008000\">\"33.75\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Samples per Pixel                   US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0004</span><span style=\"font-weight: bold\">)</span> Photometric Interpretation          CS: <span style=\"color: #008000\">'MONOCHROME2'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Rows                                US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Columns                             US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Pixel Spacing                       DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">0.443359</span>, <span style=\"color: #000080; font-weight: bold\">0.443359</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Bits Allocated                      US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0101</span><span style=\"font-weight: bold\">)</span> Bits Stored                         US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> High Bit                            US: <span style=\"color: #000080; font-weight: bold\">15</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0103</span><span style=\"font-weight: bold\">)</span> Pixel Representation                US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0120</span><span style=\"font-weight: bold\">)</span> Pixel Padding Value                 SS: <span style=\"color: #000080; font-weight: bold\">-2000</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1050</span><span style=\"font-weight: bold\">)</span> Window Center                       DS: <span style=\"color: #008000\">\"30.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1051</span><span style=\"font-weight: bold\">)</span> Window Width                        DS: <span style=\"color: #008000\">\"300.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1052</span><span style=\"font-weight: bold\">)</span> Rescale Intercept                   DS: <span style=\"color: #008000\">\"-1024.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1053</span><span style=\"font-weight: bold\">)</span> Rescale Slope                       DS: <span style=\"color: #008000\">\"1.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1054</span><span style=\"font-weight: bold\">)</span> Rescale Type                        LO: <span style=\"color: #008000\">'HU'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0040</span>, <span style=\"color: #000080; font-weight: bold\">0009</span><span style=\"font-weight: bold\">)</span> Scheduled Procedure Step ID         SH: <span style=\"color: #008000\">'ANON'</span>\n",
       "<span style=\"font-weight: bold\">(</span>7fe0, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Pixel Data                          OB: Array of <span style=\"color: #000080; font-weight: bold\">177520</span> elements\n",
       "</pre>\n"
      ],
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       "<rich.jupyter.JupyterRenderable at 0x7fa4ab2d37c0>"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Dataset.file_meta -------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0000</span><span style=\"font-weight: bold\">)</span> File Meta Information Group Length  UL: <span style=\"color: #000080; font-weight: bold\">200</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0001</span><span style=\"font-weight: bold\">)</span> File Meta Information Version       OB: <span style=\"color: #008000\">b'\\x00\\x01'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Class UID         UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0003</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Instance UID      UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Transfer Syntax UID                 UI: JPEG Lossless, Non-Hierarchical, \n",
       "First-Order Prediction <span style=\"font-weight: bold\">(</span>Process <span style=\"color: #000080; font-weight: bold\">14</span> <span style=\"font-weight: bold\">[</span>Selection Value <span style=\"color: #000080; font-weight: bold\">1</span><span style=\"font-weight: bold\">])</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Implementation Class UID            UI: <span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">0.3</span>.<span style=\"color: #000080; font-weight: bold\">6.2</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Implementation Version Name         SH: <span style=\"color: #008000\">'OFFIS_DCMTK_362'</span>\n",
       "-------------------------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0005</span><span style=\"font-weight: bold\">)</span> Specific Character Set              CS: <span style=\"color: #008000\">'ISO_IR 100'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0008</span><span style=\"font-weight: bold\">)</span> Image Type                          CS: <span style=\"font-weight: bold\">[</span><span style=\"color: #008000\">'ORIGINAL'</span>, <span style=\"color: #008000\">'PRIMARY'</span>, <span style=\"color: #008000\">'AXIAL'</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Instance Creation Date              DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Creation Time              TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0016</span><span style=\"font-weight: bold\">)</span> SOP Class UID                       UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0018</span><span style=\"font-weight: bold\">)</span> SOP Instance UID                    UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Study Date                          DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0023</span><span style=\"font-weight: bold\">)</span> Content Date                        DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Study Time                          TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0033</span><span style=\"font-weight: bold\">)</span> Content Time                        TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Accession Number                    SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> Modality                            CS: <span style=\"color: #008000\">'CT'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0070</span><span style=\"font-weight: bold\">)</span> Manufacturer                        LO: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Referring Physician<span style=\"color: #008000\">'s Name          PN: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, 103e<span style=\"font-weight: bold\">)</span> Series Description                  LO: <span style=\"color: #008000\">'4cc sec 150cc D3D on'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">1090</span><span style=\"font-weight: bold\">)</span> Manufacturer<span style=\"color: #008000\">'s Model Name           LO: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">9215</span><span style=\"font-weight: bold\">)</span>  Derivation Code Sequence  <span style=\"color: #000080; font-weight: bold\">1</span> item<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span> ---- \n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Code Value                          SH: <span style=\"color: #008000\">'121327'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> Coding Scheme Designator            SH: <span style=\"color: #008000\">'DCM'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0104</span><span style=\"font-weight: bold\">)</span> Code Meaning                        LO: <span style=\"color: #008000\">'Full fidelity image'</span>\n",
       "   ---------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Name                      PN: '</span>CQ500-CT-<span style=\"color: #000080; font-weight: bold\">0</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Patient ID                          LO: <span style=\"color: #008000\">'CQ500-CT-0'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Birth Date                DA: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0040</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Sex                       CS: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0012</span>, <span style=\"color: #000080; font-weight: bold\">0062</span><span style=\"font-weight: bold\">)</span> Patient Identity Removed            CS: <span style=\"color: #008000\">'YES'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0022</span><span style=\"font-weight: bold\">)</span> Scan Options                        CS: <span style=\"color: #008000\">'HELICAL MODE'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Slice Thickness                     DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> KVP                                 DS: <span style=\"color: #008000\">\"120.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0088</span><span style=\"font-weight: bold\">)</span> Spacing Between Slices              DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Data Collection Diameter            DS: <span style=\"color: #008000\">\"250.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1020</span><span style=\"font-weight: bold\">)</span> Software Versions                   LO: <span style=\"color: #008000\">'qin.20'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1100</span><span style=\"font-weight: bold\">)</span> Reconstruction Diameter             DS: <span style=\"color: #008000\">\"227.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1110</span><span style=\"font-weight: bold\">)</span> Distance Source to Detector         DS: <span style=\"color: #008000\">\"949.075\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1111</span><span style=\"font-weight: bold\">)</span> Distance Source to Patient          DS: <span style=\"color: #008000\">\"541.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1120</span><span style=\"font-weight: bold\">)</span> Gantry/Detector Tilt                DS: <span style=\"color: #008000\">\"8.5\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1130</span><span style=\"font-weight: bold\">)</span> Table Height                        DS: <span style=\"color: #008000\">\"174.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1140</span><span style=\"font-weight: bold\">)</span> Rotation Direction                  CS: <span style=\"color: #008000\">'CW'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1150</span><span style=\"font-weight: bold\">)</span> Exposure Time                       IS: <span style=\"color: #008000\">\"1296\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1151</span><span style=\"font-weight: bold\">)</span> X-Ray Tube Current                  IS: <span style=\"color: #008000\">\"330\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1152</span><span style=\"font-weight: bold\">)</span> Exposure                            IS: <span style=\"color: #008000\">\"21\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1160</span><span style=\"font-weight: bold\">)</span> Filter Type                         SH: <span style=\"color: #008000\">'HEAD FILTER'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1170</span><span style=\"font-weight: bold\">)</span> Generator Power                     IS: <span style=\"color: #008000\">\"39600\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1190</span><span style=\"font-weight: bold\">)</span> Focal Spot<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span>                       DS: <span style=\"color: #008000\">\"1.2\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1210</span><span style=\"font-weight: bold\">)</span> Convolution Kernel                  SH: <span style=\"color: #008000\">'STANDARD'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">5100</span><span style=\"font-weight: bold\">)</span> Patient Position                    CS: <span style=\"color: #008000\">'HFS'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9305</span><span style=\"font-weight: bold\">)</span> Revolution Time                     FD: <span style=\"color: #000080; font-weight: bold\">0.6</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9306</span><span style=\"font-weight: bold\">)</span> Single Collimation Width            FD: <span style=\"color: #000080; font-weight: bold\">0.625</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9307</span><span style=\"font-weight: bold\">)</span> Total Collimation Width             FD: <span style=\"color: #000080; font-weight: bold\">10.0</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9309</span><span style=\"font-weight: bold\">)</span> Table Speed                         FD: <span style=\"color: #000080; font-weight: bold\">9.479120572408041</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9310</span><span style=\"font-weight: bold\">)</span> Table Feed per Rotation             FD: <span style=\"color: #000080; font-weight: bold\">5.687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9311</span><span style=\"font-weight: bold\">)</span> Spiral Pitch Factor                 FD: <span style=\"color: #000080; font-weight: bold\">0.5687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000d<span style=\"font-weight: bold\">)</span> Study Instance UID                  UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.2</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714307.2031999</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000e<span style=\"font-weight: bold\">)</span> Series Instance UID                 UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.3</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032152</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Study ID                            SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Series Number                       IS: <span style=\"color: #008000\">\"6\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Acquisition Number                  IS: <span style=\"color: #008000\">\"1\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Number                     IS: <span style=\"color: #008000\">\"101\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0032</span><span style=\"font-weight: bold\">)</span> Image Position <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>            DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">-113.500</span>, <span style=\"color: #000080; font-weight: bold\">-106.053</span>, <span style=\"color: #000080; font-weight: bold\">49.600</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0037</span><span style=\"font-weight: bold\">)</span> Image Orientation <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>         DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">1.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>,\n",
       "<span style=\"color: #000080; font-weight: bold\">0.989016</span>, <span style=\"color: #000080; font-weight: bold\">-0.147809</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1040</span><span style=\"font-weight: bold\">)</span> Position Reference Indicator        LO: <span style=\"color: #008000\">'OM'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1041</span><span style=\"font-weight: bold\">)</span> Slice Location                      DS: <span style=\"color: #008000\">\"33.75\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Samples per Pixel                   US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0004</span><span style=\"font-weight: bold\">)</span> Photometric Interpretation          CS: <span style=\"color: #008000\">'MONOCHROME2'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Rows                                US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Columns                             US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Pixel Spacing                       DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">0.443359</span>, <span style=\"color: #000080; font-weight: bold\">0.443359</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Bits Allocated                      US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0101</span><span style=\"font-weight: bold\">)</span> Bits Stored                         US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> High Bit                            US: <span style=\"color: #000080; font-weight: bold\">15</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0103</span><span style=\"font-weight: bold\">)</span> Pixel Representation                US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0120</span><span style=\"font-weight: bold\">)</span> Pixel Padding Value                 SS: <span style=\"color: #000080; font-weight: bold\">-2000</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1050</span><span style=\"font-weight: bold\">)</span> Window Center                       DS: <span style=\"color: #008000\">\"30.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1051</span><span style=\"font-weight: bold\">)</span> Window Width                        DS: <span style=\"color: #008000\">\"300.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1052</span><span style=\"font-weight: bold\">)</span> Rescale Intercept                   DS: <span style=\"color: #008000\">\"-1024.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1053</span><span style=\"font-weight: bold\">)</span> Rescale Slope                       DS: <span style=\"color: #008000\">\"1.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1054</span><span style=\"font-weight: bold\">)</span> Rescale Type                        LO: <span style=\"color: #008000\">'HU'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0040</span>, <span style=\"color: #000080; font-weight: bold\">0009</span><span style=\"font-weight: bold\">)</span> Scheduled Procedure Step ID         SH: <span style=\"color: #008000\">'ANON'</span>\n",
       "<span style=\"font-weight: bold\">(</span>7fe0, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Pixel Data                          OB: Array of <span style=\"color: #000080; font-weight: bold\">177520</span> elements\n",
       "</pre>\n"
      ],
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       "<rich.jupyter.JupyterRenderable at 0x7fa4ab2c3130>"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Dataset.file_meta -------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0000</span><span style=\"font-weight: bold\">)</span> File Meta Information Group Length  UL: <span style=\"color: #000080; font-weight: bold\">200</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0001</span><span style=\"font-weight: bold\">)</span> File Meta Information Version       OB: <span style=\"color: #008000\">b'\\x00\\x01'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Class UID         UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0003</span><span style=\"font-weight: bold\">)</span> Media Storage SOP Instance UID      UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Transfer Syntax UID                 UI: JPEG Lossless, Non-Hierarchical, \n",
       "First-Order Prediction <span style=\"font-weight: bold\">(</span>Process <span style=\"color: #000080; font-weight: bold\">14</span> <span style=\"font-weight: bold\">[</span>Selection Value <span style=\"color: #000080; font-weight: bold\">1</span><span style=\"font-weight: bold\">])</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Implementation Class UID            UI: <span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">0.3</span>.<span style=\"color: #000080; font-weight: bold\">6.2</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0002</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Implementation Version Name         SH: <span style=\"color: #008000\">'OFFIS_DCMTK_362'</span>\n",
       "-------------------------------------------------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0005</span><span style=\"font-weight: bold\">)</span> Specific Character Set              CS: <span style=\"color: #008000\">'ISO_IR 100'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0008</span><span style=\"font-weight: bold\">)</span> Image Type                          CS: <span style=\"font-weight: bold\">[</span><span style=\"color: #008000\">'ORIGINAL'</span>, <span style=\"color: #008000\">'PRIMARY'</span>, <span style=\"color: #008000\">'AXIAL'</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Instance Creation Date              DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Creation Time              TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0016</span><span style=\"font-weight: bold\">)</span> SOP Class UID                       UI: CT Image Storage\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0018</span><span style=\"font-weight: bold\">)</span> SOP Instance UID                    UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.4</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032195</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Study Date                          DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0023</span><span style=\"font-weight: bold\">)</span> Content Date                        DA: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Study Time                          TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0033</span><span style=\"font-weight: bold\">)</span> Content Time                        TM: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Accession Number                    SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> Modality                            CS: <span style=\"color: #008000\">'CT'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0070</span><span style=\"font-weight: bold\">)</span> Manufacturer                        LO: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Referring Physician<span style=\"color: #008000\">'s Name          PN: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, 103e<span style=\"font-weight: bold\">)</span> Series Description                  LO: <span style=\"color: #008000\">'4cc sec 150cc D3D on'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">1090</span><span style=\"font-weight: bold\">)</span> Manufacturer<span style=\"color: #008000\">'s Model Name           LO: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">9215</span><span style=\"font-weight: bold\">)</span>  Derivation Code Sequence  <span style=\"color: #000080; font-weight: bold\">1</span> item<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span> ---- \n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Code Value                          SH: <span style=\"color: #008000\">'121327'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> Coding Scheme Designator            SH: <span style=\"color: #008000\">'DCM'</span>\n",
       "   <span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0008</span>, <span style=\"color: #000080; font-weight: bold\">0104</span><span style=\"font-weight: bold\">)</span> Code Meaning                        LO: <span style=\"color: #008000\">'Full fidelity image'</span>\n",
       "   ---------\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Name                      PN: '</span>CQ500-CT-<span style=\"color: #000080; font-weight: bold\">0</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0020</span><span style=\"font-weight: bold\">)</span> Patient ID                          LO: <span style=\"color: #008000\">'CQ500-CT-0'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Birth Date                DA: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0010</span>, <span style=\"color: #000080; font-weight: bold\">0040</span><span style=\"font-weight: bold\">)</span> Patient<span style=\"color: #008000\">'s Sex                       CS: '</span>'\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0012</span>, <span style=\"color: #000080; font-weight: bold\">0062</span><span style=\"font-weight: bold\">)</span> Patient Identity Removed            CS: <span style=\"color: #008000\">'YES'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0022</span><span style=\"font-weight: bold\">)</span> Scan Options                        CS: <span style=\"color: #008000\">'HELICAL MODE'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0050</span><span style=\"font-weight: bold\">)</span> Slice Thickness                     DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0060</span><span style=\"font-weight: bold\">)</span> KVP                                 DS: <span style=\"color: #008000\">\"120.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0088</span><span style=\"font-weight: bold\">)</span> Spacing Between Slices              DS: <span style=\"color: #008000\">\"0.625\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">0090</span><span style=\"font-weight: bold\">)</span> Data Collection Diameter            DS: <span style=\"color: #008000\">\"250.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1020</span><span style=\"font-weight: bold\">)</span> Software Versions                   LO: <span style=\"color: #008000\">'qin.20'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1100</span><span style=\"font-weight: bold\">)</span> Reconstruction Diameter             DS: <span style=\"color: #008000\">\"227.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1110</span><span style=\"font-weight: bold\">)</span> Distance Source to Detector         DS: <span style=\"color: #008000\">\"949.075\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1111</span><span style=\"font-weight: bold\">)</span> Distance Source to Patient          DS: <span style=\"color: #008000\">\"541.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1120</span><span style=\"font-weight: bold\">)</span> Gantry/Detector Tilt                DS: <span style=\"color: #008000\">\"8.5\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1130</span><span style=\"font-weight: bold\">)</span> Table Height                        DS: <span style=\"color: #008000\">\"174.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1140</span><span style=\"font-weight: bold\">)</span> Rotation Direction                  CS: <span style=\"color: #008000\">'CW'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1150</span><span style=\"font-weight: bold\">)</span> Exposure Time                       IS: <span style=\"color: #008000\">\"1296\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1151</span><span style=\"font-weight: bold\">)</span> X-Ray Tube Current                  IS: <span style=\"color: #008000\">\"330\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1152</span><span style=\"font-weight: bold\">)</span> Exposure                            IS: <span style=\"color: #008000\">\"21\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1160</span><span style=\"font-weight: bold\">)</span> Filter Type                         SH: <span style=\"color: #008000\">'HEAD FILTER'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1170</span><span style=\"font-weight: bold\">)</span> Generator Power                     IS: <span style=\"color: #008000\">\"39600\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1190</span><span style=\"font-weight: bold\">)</span> Focal Spot<span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span>                       DS: <span style=\"color: #008000\">\"1.2\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">1210</span><span style=\"font-weight: bold\">)</span> Convolution Kernel                  SH: <span style=\"color: #008000\">'STANDARD'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">5100</span><span style=\"font-weight: bold\">)</span> Patient Position                    CS: <span style=\"color: #008000\">'HFS'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9305</span><span style=\"font-weight: bold\">)</span> Revolution Time                     FD: <span style=\"color: #000080; font-weight: bold\">0.6</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9306</span><span style=\"font-weight: bold\">)</span> Single Collimation Width            FD: <span style=\"color: #000080; font-weight: bold\">0.625</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9307</span><span style=\"font-weight: bold\">)</span> Total Collimation Width             FD: <span style=\"color: #000080; font-weight: bold\">10.0</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9309</span><span style=\"font-weight: bold\">)</span> Table Speed                         FD: <span style=\"color: #000080; font-weight: bold\">9.479120572408041</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9310</span><span style=\"font-weight: bold\">)</span> Table Feed per Rotation             FD: <span style=\"color: #000080; font-weight: bold\">5.687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0018</span>, <span style=\"color: #000080; font-weight: bold\">9311</span><span style=\"font-weight: bold\">)</span> Spiral Pitch Factor                 FD: <span style=\"color: #000080; font-weight: bold\">0.5687472343444824</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000d<span style=\"font-weight: bold\">)</span> Study Instance UID                  UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.2</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714307.2031999</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, 000e<span style=\"font-weight: bold\">)</span> Series Instance UID                 UI: \n",
       "<span style=\"color: #00ff00; font-weight: bold\">1.2</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">276.0</span>.<span style=\"color: #000080; font-weight: bold\">7230</span><span style=\"color: #00ff00; font-weight: bold\">010.3</span><span style=\"color: #00ff00; font-weight: bold\">.</span><span style=\"color: #00ff00; font-weight: bold\">1.3</span>.<span style=\"color: #000080; font-weight: bold\">296485376.1</span>.<span style=\"color: #000080; font-weight: bold\">1521714308.2032152</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Study ID                            SH: <span style=\"color: #008000\">''</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Series Number                       IS: <span style=\"color: #008000\">\"6\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0012</span><span style=\"font-weight: bold\">)</span> Acquisition Number                  IS: <span style=\"color: #008000\">\"1\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0013</span><span style=\"font-weight: bold\">)</span> Instance Number                     IS: <span style=\"color: #008000\">\"101\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0032</span><span style=\"font-weight: bold\">)</span> Image Position <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>            DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">-113.500</span>, <span style=\"color: #000080; font-weight: bold\">-106.053</span>, <span style=\"color: #000080; font-weight: bold\">49.600</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">0037</span><span style=\"font-weight: bold\">)</span> Image Orientation <span style=\"font-weight: bold\">(</span>Patient<span style=\"font-weight: bold\">)</span>         DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">1.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>, <span style=\"color: #000080; font-weight: bold\">0.000000</span>,\n",
       "<span style=\"color: #000080; font-weight: bold\">0.989016</span>, <span style=\"color: #000080; font-weight: bold\">-0.147809</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1040</span><span style=\"font-weight: bold\">)</span> Position Reference Indicator        LO: <span style=\"color: #008000\">'OM'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0020</span>, <span style=\"color: #000080; font-weight: bold\">1041</span><span style=\"font-weight: bold\">)</span> Slice Location                      DS: <span style=\"color: #008000\">\"33.75\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0002</span><span style=\"font-weight: bold\">)</span> Samples per Pixel                   US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0004</span><span style=\"font-weight: bold\">)</span> Photometric Interpretation          CS: <span style=\"color: #008000\">'MONOCHROME2'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Rows                                US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0011</span><span style=\"font-weight: bold\">)</span> Columns                             US: <span style=\"color: #000080; font-weight: bold\">512</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0030</span><span style=\"font-weight: bold\">)</span> Pixel Spacing                       DS: <span style=\"font-weight: bold\">[</span><span style=\"color: #000080; font-weight: bold\">0.443359</span>, <span style=\"color: #000080; font-weight: bold\">0.443359</span><span style=\"font-weight: bold\">]</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0100</span><span style=\"font-weight: bold\">)</span> Bits Allocated                      US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0101</span><span style=\"font-weight: bold\">)</span> Bits Stored                         US: <span style=\"color: #000080; font-weight: bold\">16</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0102</span><span style=\"font-weight: bold\">)</span> High Bit                            US: <span style=\"color: #000080; font-weight: bold\">15</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0103</span><span style=\"font-weight: bold\">)</span> Pixel Representation                US: <span style=\"color: #000080; font-weight: bold\">1</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">0120</span><span style=\"font-weight: bold\">)</span> Pixel Padding Value                 SS: <span style=\"color: #000080; font-weight: bold\">-2000</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1050</span><span style=\"font-weight: bold\">)</span> Window Center                       DS: <span style=\"color: #008000\">\"30.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1051</span><span style=\"font-weight: bold\">)</span> Window Width                        DS: <span style=\"color: #008000\">\"300.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1052</span><span style=\"font-weight: bold\">)</span> Rescale Intercept                   DS: <span style=\"color: #008000\">\"-1024.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1053</span><span style=\"font-weight: bold\">)</span> Rescale Slope                       DS: <span style=\"color: #008000\">\"1.0\"</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0028</span>, <span style=\"color: #000080; font-weight: bold\">1054</span><span style=\"font-weight: bold\">)</span> Rescale Type                        LO: <span style=\"color: #008000\">'HU'</span>\n",
       "<span style=\"font-weight: bold\">(</span><span style=\"color: #000080; font-weight: bold\">0040</span>, <span style=\"color: #000080; font-weight: bold\">0009</span><span style=\"font-weight: bold\">)</span> Scheduled Procedure Step ID         SH: <span style=\"color: #008000\">'ANON'</span>\n",
       "<span style=\"font-weight: bold\">(</span>7fe0, <span style=\"color: #000080; font-weight: bold\">0010</span><span style=\"font-weight: bold\">)</span> Pixel Data                          OB: Array of <span style=\"color: #000080; font-weight: bold\">177520</span> elements\n",
       "</pre>\n"
      ],
      "text/plain": [
       "<rich.jupyter.JupyterRenderable at 0x7fa4ab2d37c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in fs[:3]:\n",
    "    ds = pydicom.dcmread(fs[0])\n",
    "    print(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DATASET = os.path.abspath(\"../data/CQ500CT0 CQ500CT0/Unknown Study/CT Plain\")\n",
    "fs = glob(os.path.join(DATASET, \"*.dcm\"))\n",
    "for i in fs[:3]:\n",
    "    ds = pydicom.dcmread(fs[0])\n",
    "    plt.imshow(ds.pixel_array, cmap=\"gist_gray\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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